{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interactive 2d Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing GemPy\n",
    "import gempy as gp\n",
    "\n",
    "# Embedding matplotlib figures in the notebooks\n",
    "%matplotlib inline\n",
    "\n",
    "# Importing auxiliary libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(1515)\n",
    "pd.set_option('precision', 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model interpolation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Active grids: ['regular']\n"
     ]
    }
   ],
   "source": [
    "# %% \n",
    "# Data Preparation\n",
    "data_path = 'https://raw.githubusercontent.com/cgre-aachen/gempy_data/master/'\n",
    "\n",
    "geo_data = gp.create_data('viz_2d', [0, 1000, 0, 1000, 0, 1000], resolution=[10, 10, 10],\n",
    "                          path_o=data_path + \"/data/input_data/jan_models/model5_orientations.csv\",\n",
    "                          path_i=data_path + \"/data/input_data/jan_models/model5_surface_points.csv\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "i:\\pycharmprojects\\gempy\\gempy\\plot\\plot_api.py:261: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
      "  p.fig.show()\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<gempy.plot.visualization_2d.Plot2D at 0x1febc9c58d0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gp.plot_2d(geo_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 800. 1000.]\n",
      "Active grids: ['regular' 'topography']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Grid Object. Values: \n",
       "array([[  50.        ,   50.        ,   50.        ],\n",
       "       [  50.        ,   50.        ,  150.        ],\n",
       "       [  50.        ,   50.        ,  250.        ],\n",
       "       ...,\n",
       "       [1000.        ,  777.77777778,  840.68258309],\n",
       "       [1000.        ,  888.88888889,  819.11994824],\n",
       "       [1000.        , 1000.        ,  812.66878829]])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geo_data.set_topography()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "section_dict = {'section1':([0,0],[1000,1000],[100,80]),\n",
    "                 'section2':([800,0],[800,1000],[150,100]),\n",
    "                 'section3':([50,200],[100,500],[200,150])} "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Active grids: ['regular' 'topography' 'sections']\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>start</th>\n",
       "      <th>stop</th>\n",
       "      <th>resolution</th>\n",
       "      <th>dist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>section1</th>\n",
       "      <td>[0, 0]</td>\n",
       "      <td>[1000, 1000]</td>\n",
       "      <td>[100, 80]</td>\n",
       "      <td>1414.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>section2</th>\n",
       "      <td>[800, 0]</td>\n",
       "      <td>[800, 1000]</td>\n",
       "      <td>[150, 100]</td>\n",
       "      <td>1000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>section3</th>\n",
       "      <td>[50, 200]</td>\n",
       "      <td>[100, 500]</td>\n",
       "      <td>[200, 150]</td>\n",
       "      <td>304.14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "              start          stop  resolution     dist\n",
       "section1     [0, 0]  [1000, 1000]   [100, 80]  1414.21\n",
       "section2   [800, 0]   [800, 1000]  [150, 100]  1000.00\n",
       "section3  [50, 200]    [100, 500]  [200, 150]   304.14"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geo_data.set_section_grid(section_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<gempy.plot.visualization_2d.Plot2D at 0x1febe8b8b70>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gp.plot.plot_section_traces(geo_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Setting kriging parameters to their default values.\n",
      "Compiling theano function...\n",
      "Level of Optimization:  fast_compile\n",
      "Device:  cpu\n",
      "Precision:  float64\n",
      "Number of faults:  0\n",
      "Compilation Done!\n",
      "Kriging values: \n",
      "                   values\n",
      "range            1.7e+03\n",
      "$C_o$            7.1e+04\n",
      "drift equations   [3, 3]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<gempy.core.interpolator.InterpolatorModel at 0x1febca23b00>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gp.set_interpolator(geo_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fault colors changed. If you do not like this behavior, set change_color to False.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>order_series</th>\n",
       "      <th>BottomRelation</th>\n",
       "      <th>isActive</th>\n",
       "      <th>isFault</th>\n",
       "      <th>isFinite</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Fault_Series</th>\n",
       "      <td>1</td>\n",
       "      <td>Fault</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strat_Series</th>\n",
       "      <td>2</td>\n",
       "      <td>Erosion</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Basement</th>\n",
       "      <td>3</td>\n",
       "      <td>Erosion</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "              order_series BottomRelation  isActive  isFault  isFinite\n",
       "Fault_Series             1          Fault      True     True     False\n",
       "Strat_Series             2        Erosion      True    False     False\n",
       "Basement                 3        Erosion     False    False     False"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gp.map_series_to_surfaces(geo_data, \n",
    "                          {\"Fault_Series\":'fault', \n",
    "                           \"Strat_Series\": ('rock2','rock1')})\n",
    "\n",
    "geo_data.set_is_fault(['Fault_Series'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['regular', 'topography', 'sections'], dtype='<U10')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geo_data.get_active_grids()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "gp.compute_model(geo_data);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "i:\\pycharmprojects\\gempy\\gempy\\plot\\plot_api.py:261: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
      "  p.fig.show()\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<gempy.plot.visualization_2d.Plot2D at 0x1fedbd28f98>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gp.plot_2d(geo_data, section_names=['section1'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot2d-Pro: Granular interface:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### One plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1497.6x1029.6 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib qt5\n",
    "p = gp.plot_2d(geo_data, section_names=[], direction=None, show=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "sec_name = 'section1'\n",
    "a = p.add_section(sec_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "p.plot_data(a, sec_name, projection_distance=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "p.plot_contacts(a, sec_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "p.plot_lith(a, sec_name)\n",
    "p.plot_topography(a, sec_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1497.6x1029.6 with 1 Axes>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p.fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Several plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x2160 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sec_name = 'section1'\n",
    "sec_name_2 = 'section3'\n",
    "\n",
    "\n",
    "p2 = gp.plot_2d(geo_data, n_axis = 3, figsize=(15,15), # General fig options\n",
    "                     section_names=[sec_name,'topography'], cell_number=[3], # Defining the sections\n",
    "                     show_data=False, show_lith=False, show_scalar=False, show_boundaries=False) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create the section. This loacte the axes and give the right\n",
    "# aspect ratio and labels\n",
    "\n",
    "s1 = p2.add_section(sec_name_2, ax_pos=224)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "###### Axes 0\n",
    "p2.plot_contacts(s1, sec_name_2)\n",
    "p2.plot_lith(s1, sec_name_2)\n",
    "p2.plot_data(s1, sec_name_2, projection_distance=200)\n",
    "p2.plot_topography(s1, sec_name_2)\n",
    "\n",
    "# # Axes 1\n",
    "p2.plot_contacts(p2.axes[0], cell_number=3)\n",
    "p2.plot_scalar_field(p2.axes[0], cell_number=3, series_n=1)\n",
    "\n",
    "\n",
    "# Axes2.\n",
    "p2.plot_lith(p2.axes[1], 'topography')\n",
    "p2.plot_contacts(p2.axes[1], 'topography')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 2160x2160 with 4 Axes>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p2.fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Plotting traces:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "p2.plot_section_traces(p2.axes[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot API"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If nothing is passed, a Plot2D object is created and therefore you are in the same situation as above:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "i:\\pycharmprojects\\gempy\\gempy\\plot\\plot_api.py:261: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
      "  p.fig.show()\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# By default we plot a cross-section mainly for backwards compatibility\n",
    "p3 = gp.plot_2d(geo_data, direction=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alternatively you can pass section_names, cell_numbers + direction or any combination of the above:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XlkSfV64m5ZCuZOcVkpQYT1JJgJVj3mfhc19EtbbaaH10LzrfchKejEb4AwGSgh5WTPiaxU99QSgsPNufcSh7XnM8/tR4AHwFfpZN/Gan9rkhL49l2dt/sTDcsuyNZOXn0SJ11y/t+/pDz3LqNRdy/fkj+HvZYn6Z+wcT7n2M5KQkJn34No++/DSHH9i3fPvEFo1JaNWUkMeDxxdHaudWpHXeOtfMtedewqJlS8qnB3VTUssmHPDSlST27kj2lkLGnTAwIvuJmbARkUOBccBewBpglDFmsoikAxOAgcBmZ/kLzmM8wH3ARdjX8gpwvTEmUJN9HnDbi8T74jjn0L2557eH+OHgWyhYWf0fbKTEN07hyL8eYcxnP/Psjc9QVGJbA11aNWPCVYPYb+92/HbNhKjUVhtdrhtM/OkHMGbaN2zcbLsFSQkJDD5mfw455gZmnPIwoWCQ3uOHs657OqM+/5gtBbY10iglmbNPPZSk1ukE1tSuS5GVn0eRv/oWVKHfT1Z+fp2ETbhTj/43Q44aTHJSEus3ZpGSlLzNJFcerwdPZhP+Xp9DcakffzDIkg05tPM7f6ZRnAYiuU0z+v/8AHdN+Z6Jr3xCqT9I1wjtKyaORomIF3gPuN8Y0xgbHi8700A8B+QBmcBQYIyIlLU/rwAGA72A7kA/4PLa7LvUH+TF7+Zwxcuf0+e9/6uLl7NTDp5yI6M++Ilxn/1cHjQAi9Zmc9R9r5F4Uh+a9GwXtfpqovFebUg/91Aeeu/D8qABKCopYcr0GfzCFjpffgytj96XnH1a8uznX5UHDcCWgkLe+nEGgSQf8Y1r18VtkZpG0g4GaJN9Plqkbj/v767KK8jnv08+xODLzuKOcaOZY+ZRNnVLXEI8eDyYNdkUh3UnQyFYn5tv62rbvM5rqqk+79/MlS9/wYRv51Dqj2yXPSbCBmgKZAA+p7USBEqAAHAycLcxpsgYMwuYDJRN9HouMNYYs8YYsxYYDVyyMwW8/+tCSjMakdSq6vlhIyUuwUd8j3ZM+G5OpetL/AH+O+V7eo6J7esKdbpuEK/PnEmwijmSPpr9C+2GH0nHGwbxxk8zqnyezfkFJLZqUqt9Z6Sl0aFZ9W/aDs2a13mrBmDMC4/Trk1bpj41mRfuGcupR/+7fF1KZlOKS0rKw8fv91NYULDN4z2J8eBx/62Y1LIJ/pZNeO+Xv13ZX0yEjTFmI/Ak8BpQCnwPXAm0AEqNMUvCNwd6Ore7AfMqrOvhBFatTZ+3nDYD99mZh+6S5gd0Zv6K9QSCVU9k9vmf/5AgbVysqvaaHtCJef8sr3J9UUkpBSE/Ca2asn5TTpXb+YNBPL7ady0Gde9JenJypevSk5M5vnvPStftqvzCAhLjE/DGxbFu4waee3siYIOlfZdOFBUVMfvH7wkEAnz41msEA9v28ktK/cSnJhLviye/sKCyXUREqyP35qf5Vf9/1bWYCBsRiQMKgNOAFOAEYCzQGKh4eKHA2QYg1bkfvi4OSNyZOpITfASKSnfmobvEX1hMYnz1XYCkBB+hasIoFoSCwR1OQ+nzedmpT4Ia6NYy0x7ebplJstOlSvb57PKD+tb5eTZlrjn3Yn78bRZHX3QaV97zfxzauw/JiUksXb2CjIwMzr3oMiY+8zgjzjyFwoJ8OnTusu0TeOzv7uhDj2DiB2/xwPPjIlJnRcESP8kJ8a7sC2JngHgIcLAx5ibn/kci8hEwEqj4UZWCHcMBGy7JFdb5jTFFtS3A543j0O7t+Wbqz7V96C7b9PtS9m+VTlpSAnlFlV/n5+xDulP47bxK18WK9VN/5ZDue/HDX/MrXZ/eKA3PpkK2LMuia7s2LFyxutLtEn0+AoU7d72jbpmZdMvMJCs/zxkMTo1I1wlgymMvlt+e+MCT26w7+4ShAAS3FHH++Rdw7MmnVfocr33yDXu3zSB3zlIGHX4Ugw4/KiK1VmblR78w4ImL8Hnj8O/iaQc1ERMtG6A927dGSoFfgXgRaR+2XNjadZrv3A9fV/lf+g7cdXI/CmYuJFhS/RGNSMmZ+gsPn1X5IcfW6WlceXwffr/pFZerqp0lT3/JkAMOJDV5+3M1PB648MgjWPLABywe8wHnH3ZYpa0gr9dL09RUitfu2mkILVLT6NYyM2JBU1MFKzfSskkq8VV0C9s2a0Rgs3tdp3DBEj8FMxYy8uR+ruwvVsLmC6C3iFwoIh4ROQI4BTuG8z4wWkRSRKQPcBbwqvO4ScBNItJWRDKBW4GJtdlx97YteP3KkzivZ0dmnPpQnb2g2vrl0mcY2CiNj286nf32tOdfJCX4+M+AXvw48jwWXfMiJTn5UauvJoqzcpk74gX+e9pQDtu7Oz7nZD3p0JY7h55K3NS5rP7kN3LmrmD1mI+4Z9jp7L9XZ+I8Hjwe2K9rZ64edBz+rC0ECouj/GrqRigQoGh5Ft1aN6dFoxTinGtGpSTG0zUznSY+L/nL1ketvhlDH+Ls7h1446qT6dE2I6L7ipmrK4jICcA9QCdgOXCnMeZdEWkGPA0che0+jTTGTHAe4wVGAcOxLaNJ1PA8GxHp+NnX0/8J5Ray7onPWPB4za/tE0mdzjuCdjedhC89DUIhCmYtZM71L5O/bEO0S6uxpIzG7DniGDIH7wdxceTOWcaSRz4iZ+6KbbZL65BBp2uOp1n/bgBkf7+AFW//yEGPDW9wV1eIS4gnuW1zvGmJgIdQIEDJ2hyKN25xvZbKrq4glx9H6yuPI65xMkcP7AcRuLpCzISN2/RSLrFJL+USeXopF6VUg6Zho5RyhYaNUsoVGjZKKVdo2KgGqWBVNhtmLaRgVXa0S6nWmg3r6Hf2YAqKtp+Hx+/3M3bis5x4xTkcd8kZ3PzQKNZmRe8w+a6KlTOIlaoTG2YvYtGL09g8fyX+vGJ8aYk07d6OLsOPpMWBXXb8BDHk5fffYMHiv3npvvGkJqfy2MRnGfXEgzx194PRLm2naNioBmPD7EX8MfLNbSZB8+cVkzV7EXnLNrDvyNPJ6FN3gbNmwzrOv/VKDj+wL9//MoNrzr2EWXN+Zdafv5GYkMBRfY/g4tPOJSE+nuKSEp56/UW++PEbgqEQh+1/MDdeeMU2z+f3+7n10XsJEeK+a++gsLiIC04ZRrMm6YCdN+fCO64mGAwSF1f/OiX1r2KlqrDoxWlVzrZYtH4zi1/8us73mV9YQOuMTD588lXe+uwD8Hh4a+wLPDvqYX6b/ycvTJkEwIR3XuWvhQt4afTjvP3oBNZmrefFd18rf55gMMioJx8iGLJBkxAfz5Vn/YdD9j2wfJsffp1Bp7Yd6mXQgIaNaiDyV25k87yV1W6TM39FRMZwjuk3gPXZWfy9dDHXnncJqckpZDRrwcWnncPH330JwBc/fsv5J51ORnpzUlNSuPOyG7aZKP2B58ezcNliRl9ng6aiL3/6jlc+eJNrzt2p6ZpigoaNahAKVmfjz6/++1T+vGIKVtd92DRrkk5Obg7JiUk0bbR10q9WLVqSvTkHv9/PptwcMpq3KF/XsnkL2ma2Lr+flZPNhk0bmbfIbPf8kz58izEvjOd/19zGft3dn2+prmjYqAYhpU0zfKnVT2PkS0skpU2zOt+3x+Mhs3kGhcVF5GzZ2o1bvX4djdMa4fP5aJHenA1hE7LPX7LQdrscD1x/J+efNIz7XxhHcYmdXiMYDHL/c+N454uPeOLOB7bpUtVHGjaqQUht25wmPdpWu03T7u1I2aPuwwYgo1kLDuy5L2NfeZaCokI2ZGfx/JRJHHPoAMB2tSZ+8BbZmzeRV5DP06+/yKbNW2cr9Pl8nDV4CD6vjwnvTAZgwjuT+WXu7zz330fo2qFTROp2kx6NUg1G1+EDyV+WVekgcVLLJnQZfmRE93/3FTcx9pVnOe3a4QAc0+9ILjvjAgDOP2kYRUXFXHDb1QQCfo48+DAuHHImWZu2dut8Ph83Db+Cq/93GwP6HMprH7+D3x/gjOsv3mY/Hz75KslJkbu+U6Tot771W98xZVe/9b1h9iIWv/g1OfNX1PvzbCIlWt/61paNalAy+nQho08XClZlU7A6m5Q2zSLWdVK1o2GjGqSUPTRkYo0OECulXKFho5RyhYaNUsoVGjZKKVdo2CilXKFho5RyhYaNUsoVGjaqQVqWk8d3S9eyLCdvxxtHUXXTgpYJBoPc+ui9vP35hy5WVvf0pD7VoHy/bB1jf5rLH2s3klvsp3FiPPu2asZ1fXtyWIfMaJdXa2uz1vPQi0/w0+8/c0DPfaNdzi7RsFENxvfL1nHVRz+xesvWVkJucSnfL1vH4uxcxg/uS/86DJxITwvq8cCFt1/NiUceS15+bF/nvSa0G6UajLE/zd0maMKt3lLIYz/NrfN9RnJaUG+cl0kPPMmIYRfi89X/doGGjWoQlubk8fua7b/FHO73tRsjMoYTqWlB4+LiaN604Xy/S8NGNQjLc/LYUuKvdpvcYj/LN9d9dyTS04I2FBo2qkFo3zSNRgnVdzUaJ/po3yS1zvcdqWlBG5qYCRsRaSsiU0UkV0RWisjVzvJ0EXlXRDaLyHIR+U/YYzwiMlpENojIJhF5TER2btYlVa91bJpG79bNq92md6vmdGiaFpH9R2Ja0IYmJsJGRDzAe8B8oDlwLDBSRA4FngPygExgKDBGRHo5D70CGAz0AroD/YDL3a1exYrr+vakTaPkSte1aZTMtX17RnT/d19xE8FgkNOuHc4Ft11Fr716cPmZdorQ808axj5du3PBbVdzxvUX0a71Hlw45MxtHl82LejrH7/L30sXR7TWaIiJaUFF5BDgHaCdMSbgLBOgCFgM7GWMWeIsHw9gjLlKRGYCzxhjJjjrTgVGGmN2eL0LnRY0Nu3qtKDfL1vHYz/N5ffy82x89G7VnGvr6Xk2kbC7Twu6PzAX22o5G8gF/gfMAUrLgsZhgCHO7W7AvArreoiIxxgT/RRVruvfIZP+HTJZlpPH8s35tG+SGrGuk6qdWAmbZsCRwDSgPXAg8Cm2i1TxxIkCIMW5nercD18XByRiW0VqN9WhaZqGTIyJlbApBrKNMaOd+z+KyBRgFFCxE56CHcMBGy7JFdb5jTEaNErFmJgYIMZ2f1JFJDz8vMBvQLyItA9bLmztOs137oevmx/JQpVSOydWWjZfAJuA+0XkFuAg4BTgaKAjMFpELgZ6AmcBg5zHTQJuEpFpQClwKzDR3dJVXQrkF1OcV0h8mnaBIqU4r5DADq6LHgkxETbGmEIRGQA8DqzHDhBfbYyZ4YTM08BKbPfpJmPMTOehT2IPic/CjtNMAh5xuXxVh/xZeSx6czpdTu9HYlrlh7HVzivOK2TRm9PxZ7k/9UZMHPqOBj30Hdt8LdLwpiZGu4wGJ5BfXG3Q7A6HvpXahj8rLyqfvipyYmWAWCnVwGnYKKVcoWGjlHKFho1SyhUaNkopV2jYKKVcoWGjlHKFnmej6lxyq6Z0uuJYMo7bFzwetsxdyT+PfET2H0u32a5Rp0w6XTuIrzfN49Ovv+SOQf9hwzPfsWXx2ugUriJKWzaqTrUc0JODvryDb9rBzVPe5oY33+DV3H9o/9xwut0xpHy79uf0Z+93r+ODpBxemzWTaT98w8kPXUPKwyfQ4dzDo/gKVKRUGTYi0rqqdUpVJimjMT2euJC73nyLGfMMgWAQgIUrVnPP2+/gP7YbbQbvT9O929PqhuO56/U3mbPoH1KbNqNxi5bsuf8hnHLWUP7aL570Xh2i/GpUXauuZTPP+RKkqoEi/BTQMGfFr6k9RxzDu7/8QkFR5d8ofumb7+h884l0vvkEXv7+B/wBG0Zp6c3Jy8mmY68D6DvkLG4ZeRsfdcoiyO75vb3ayKOEIqq/hE2sqC5sxgPjRORrEeniVkH1US5FjOADrmAq69h9v8/TclBvZsyv+rpHm7bkEWyaRKNe7Vm0cnX58i3ZWZQWFRLw+2nWph0DzrmEqb9N51HfTEoJuFF6vbSGLVzFVEbwQb34oKsybIwxd2GvWlACzBGRW/QyKZXzEwSPF+K85Gw3i+nuwxMXV95aqYrfH9iuvZK1Yql9vMfeT0hOIa15BmvZomFTjUJKIc7+3W3B/flpaqvao1HGmIXAsRa5FwQAABmSSURBVM5VC8YAp4vIvVSY39cY83HkSox9zUjh1lA/CkKlCBnRLidqcn5ezN6dOvDXkmWVrk9KSCDF46NodQ6ZzZqyLtteN6ljrwOY9/1XeOK8FOXnMev9N5BWbbjWP4AU4t18CfVKJ5pxQ/AQPHjIpFG0y9mhGh2NMsZMAf4L7A28DUwN+/dhxKqrR/aiBb3ZvcfUlzz6MWccfDBxZU2UCk446ABWPP8VSx/5iDMO7Vu+vHBLLk0yMtm0dhVfv/IMxwwYyO1Nj9GgqYG9yaQnLaNdRo3sMGxEpE/Z9ZmAB4EUY0xc2D/tWikAcheuYeOE7/i/ISfSMr1p+fKUpETO6H8ovf2pLH76S9Z8OYdGv6xmxHFH0yQtlfxNGykqyOenKa9y0423cEOfU1j35Z9RfCUqEqrsRolIOnA/8B/gR2A/Y4xOJq6qtXj8p2T+uZLrbjsJX+umBAIBEvwhlj/7FTOfn0bIORw+57qXaXfqwdxx3WBeys9h9W8zeOH+x/G+Z5jz9kvRfREqIqqcFlREspybN5ddcbIh0WlB3eGJiysPmKqUEsSDBx+Vd7+Ue6I1LehU4AZjzPbX6FSqhnYUNADxeiL7bqHKsDHGXOBiHUqpBk4/UpRSrtCwUUq5QsNGKeUKDRullCs0bJRSrtCwUUq5QsNGKeUKDRullCtibsJzEckE/gSGG2OmOt/RmgAMBDYDo4wxLzjbeoD7gIuwr+UV4HpjjE6ColSMicWWzQtA87D7zwF5QCYwFBgjIr2cdVcAg7GTfHUH+gGXu1eqUqqmYipsROQyIB9Y4dxPA04G7jbGFBljZgGTgbK5kc8Fxhpj1hhj1gKjgUvcr1wptSMxEzYi0hW4ARgRtrgrUGqMWRK2zAA9ndvdgHkV1vVwuldKqRgSE2EjIj5gEnCNMSY7bFUqbDepbwGQEra+oMK6OCAxQqUqpXZSTIQNcCfweyVzGRcAyRWWpUD5JQwqrk8B/MaYIpRSMSVWwuYMYJiI5IhIDtAeeB07+BsvIu3DthW2dp3mO/fD1+lsgkrFoJg49G2M6RZ+X0SWAlc6h757A6OdC+b1BM4CBjmbTgJuEpFpQClwKzDRrbqVUjUXE2GzAxcDTwMrsd2nm4wxM511T2IPic/CjtNMAh6JRpFKqerFZNgYYzqG3c4GTq9iuwBwh/NPKRXDYmXMRinVwGnYKKVcoWGjlHKFho1SyhUaNkopV8Tk0ShVPwU9kJ+eSG7LZHIzkshtmUxpkg9vSYD4kiC+kgC+Yudn+f2tt+PD1xUHiAuE9BqZDYiGjdopJUlecjOSyW2Z5PxMZkvzJILxdddY9gRC2wVSYr6flNwSUjaXkFz2c3MJ8SU7vvKmii4NmxqYeWon8tMTtn4alwTxlQTxlt0u3brcG7beVxKosC5Y7z6pgx7Ib5ZoAyUsXIoaV3199LjSII2yimi8oZDkLaX4E+LwJ3jxJ8bhj/dSmlh231u+LuTd/jcT8nooTfZRmrzjP9P4Qv/W8CkPodLyYIov1vnUok3Dpgby0xPIb5ZUJ8/lLQkQXxwgvsh+YicU2dvbL/Nvt74uwioEhOIg6I0j6PUQ8NmfQZ+HoDeOkiQvWzK2doO2tEgi6Ku6tZKUW0KT9YU02lBIk/VFNNpQSNqmYjyh2tUU9HlsACXEURoWQuGBVJoYR3FaPAWNEyhskkBh4wRCcfY3UhZKuZkple7DVxQgJde2gsoCKTm3BK8/iCcInmAITwg8oVCF21t/Egptt8wTcrYNhv/cuo4QdfYBE/JAID6OgC8Of3ycve382+a+z1mWsPV2YoEfmb62jirZORo2NSA/rKU41Vf+ZrD/kWFviATnPza++k9qgECCl0CCl6JGta/DEwjZUCq2YVQWTng8lQZHwOshGLYs4AQMcbX/848rDdI4q5DGG4po7IRL4/VFJNRBi8EDeP0hvH4/iQU73Lxc0ANFafEUNkkoD6ACJ4Tsz3hCXhuU/iQvuUm2u+e6CgFUHkqVhVpo6/Z4PFtDxBe3S13UtKwiDZv6YI8FObXaPgQEvR4bQAle/M6nTHkwJXopTfJSWvYzyUtpoi/stv1ZsUUR8nooSfFRkuIjklP2JG8uofGGQhqvL7Q/NxSRWsvWihviQpCypZSULaU0J3+79SEPFKXGl4eQDaSwllGjBII+D3gi3LmN8xDCQ8gbuV14AiG8pUG8ftut95bY295S+y9lc0nkdl5DGjYR4AG8gRDewgAU7twnf1nXomIQlThB5E/yUpLkxZ/gxROCOH+QuECIuEAQrz9UfjvOH8IbdntHy7yl9o+1IfCEIDmvlOS8Upqt2j6MyoSwwRSK8xDyYMPB49lmWcjjIRS37U8qWVa+fWWPc25Tw+09IfCWBpzACOErDdgWYGnQWR6ywVIaIK4e/Jdp2MSo8q5Fnp+kPH+0y2nQPNhgIlDWdIuxJlwDoSf1KaVcoWGjlHKFho1SyhUaNkopV2jYKKVcoWGjlHKFho1SyhUaNkopV2jYKKVcoWGjlHKFho1SyhUaNkopV2jYKKVcoWGjlHKFho1SyhW79Xw2r7/1HgmLspl/46vk/bMu2uUAkNymGb3GnEN8tz3wlPhZP/E7zFOfRbus2vF4aP2vfWh56kF4ErzkTv+bZa9NJ1C47WxxHp+Xtif1odmxvQDI/mwOK9+fTcjfMCcnl0uPJuO8AZDoo3TBaubcPJHC1dnRLguAtD0z2WfMuXj2zOCpswZHZB+7dcvmvJe+5dHVWez99d30eeWqaJdD74cv4MCZo3kyL58hk7/i/I9+YsmpfTh6xTM06b5HtMurkdT2GRw56z4CN/2LN/yreWXzP/wzqDMDfhlNq2P3Ld+u2b4dGfjbA2w6f39eLVjOqwXLyT5/fwb+9gDpvfeM4iuoe41lD45e/gxLTjuYCz7+iSGTv+KJvC0cMHM0vcdeGO3yOPClK9nn65E8uHY9p776ZcT24wmFYmNWMhE5DHgY6AZkAWOMMc+ISDowARgIbAZGGWNecB7jAe4DLsK20l4BrjfG7PCjUUQ6Lux1zj8A3jgP7153Km2+N8y5eWIEXt2Odbv235QOH8Axo1+juHTb8vt23YM3rzyJrzpcTtAfu7P2eZMTGDDjXh7+8gtWrNuwzbrkxATuHDoEc97TFK7fzCFf3M49777Hpi1522yX3iiNO085mZnH3EdBjHzq75K4OI5Z8TSnP/E+P/69aptVifFePrtlGAkvf8eCRz6MSnm9Rp/N2iN7cNIjbxMI2izoOmcSwJ7GmKV1ua+YaNk4gfIBMA5IB04DRovIUcBzQB6QCQwFxohIL+ehVwCDgV5Ad6AfcHlt9x8Ihjj7yQ/IOLv/rr6Undbm2sEMG//edkED8NPCVUyZZeh568lRqKzm2p91GF8tNNsFDUBhcQlPffkVXe4aQqdrjmfyzJnbBQ3Api15TJ45g07XHO9GyRG3z22nMGW22S5oAIpLAwwb/z5trh4UhcqsjPOO4Mwn3i8PmkiKibABOgAfGWNeNcYEjTG/Al8DhwInA3cbY4qMMbOAycDFzuPOBcYaY9YYY9YCo4FLdqaALYUl/LFsHW2O3nfHG9exRp0zWZNfyJpN27/5yjwx7TeaDTvMxapqr+15h/PVnL+qXL9i3QaS9mpNy+P25de/F1W53a9/Lybj2F5Vrq9P0ocdxhPTfq9y/dqcPFbnFdKoa2sXq7Ja/6sXfy5bz5ZCd668EBNhY4z53Rhzbtl9p6XTHzsXdakxZkn45kBP53Y3YF6FdT2c7lWtrd2UR1Lrpjvz0F2S3LoZWTlVz/4PsCG3gLikeJcq2jnelEQKioqr3aaouJigB4LVdN+DoRCBGOne76q4pHg25Fb/f5u1OZ+U1ukuVbRVcut01m2uvra6FBNhE05EmgAfAr9gWzeFFTYpAMoue5jq3A9fF8dOXlRpv06t2Ti76k/cSMn5azld27aodpveHTPxr9vsUkU7p2DpetplZlS5Pi7OQ6PkZEJ5JaQlV32F0dTkJCgsjUSJrgusy2G/jq2q3aZr2xZs+mu5SxVttWHm3+y7Z/W11aWYChsR2RP4EcgGhmDHaipewjDFWQ42XJIrrPMbY4pqu++927ekhdfL5vnb960jrSQnn/iNeRzZo0OV24w85TAWj3rTxapqb+nYTzjlgAOqXN+3RzfWvjubFc98yfEH7Ffldsft35sVz3wViRJdt3jkW4w8peru7+E92pOwMY+S7Kq70JGyZeEamns89OqQ6cr+YiZsRGR/YCbwGXCyMaYQWAjEi0j78E3Z2nWa79wPXze/tvvu0TaDD24YyvxLnt6p2uvCnAse56XL/k2fLm22WR7vi2P8eUezx5ZiVn9Wdd8/FqyfvoAWK/M5te/BxFW4xG+vzh0Z2qMXCx/8gKWTf6BPagsG7NNzu+c4fO8eHNKoJcsm/+BW2RG1+os/aJ1TwBPnH02Cb9tLYh7YuTWTRpzAnOFPRKk6mHfx07x//an0bFd1i7SuxMShbxHJBP4EHjbGPFBh3RSgCDso3BP4FBhkjJkpIldhB4SPB0qBj4A3jDEP1mCfHa968MV/DurSllaJCcy75GnWTvuzbl9YLTXfvxP7Tr6WbA9MX7CcpqlJHN6zA7lfz2X2WWOjWluNeTx0u2MIbYYdyoKVqyj2++nedg+K/lrJnCtfpMQZBPcmxrP3g2eTPnBv5q1YCUCPdm3Z9PVc/rpxEoHihtGNKnPQpGtoNHBvfpi3nOz8Qg7t1o7mePjjzLFs/HXJjp8ggloN6EmP50ewtriUWYtWMf6mCyACh75jJWxuA/4H212w+THsuTdPA0dhu08jjTETnMd5gVHAcOw4zSRqcZ7NWWed9U+XqdmU/ryyzl5LXWgse9B6QA9KcgtZ9taMmD63pioen5dmvTsSF+9j8/yVlFQxAO5LSSR9H9tw3fTncvwF1Q8w12dxPh8dTjuEhMbJrP1uXlS67NVJ79WBRod3ZcTnY6Ghhk00iEhH4J8RS/aiqT8h2uUoFRNyfCU81elvaKgn9SmlGj4NG6WUKzRslFKu0LBRSrlCw0Yp5QoNG6WUKzRslFKu0LBRSrlCw0Yp5QoNG6WUKzRslFKu0LBRSrlCw0Yp5Yrd+iJ1SjUEw4f2rrPn8pXkseeCv+vs+cJpy0Yp5QoNG6WUKzRslFKu0LBRSrlCw0Yp5QoNG6WUKzRslFKu0LBRSrlCw0ap3UEMXLJJw0ap3YHHs+NtIkzDRinlCg0bpZQrNGyUUq7QsFFKuULDRinlino/n42I7Ac8A/QEFgKXGWNmRLcqpVRF9bplIyJJwIfAi0BTYBzwjogkRLUwpdR26nXYAEcCQWPMU8aYUmPMBGAjcEKU61JKVVDfu1HdgHkVlhlsl2rKDh7rBcj1lUagLKXc4yvJq8Pnyi+76a2zJy177rp+QpelAgUVlhUAKTV4bGuAV9v/U9c1KeWqCM0Z3BpYXJdPWN/DpgBIrrAsBahJ1M8G+gNrgEAd16VUfeXFBs3sun7i+h4284ErKywTYPKOHmiMKQZ+iERRStVzddqiKVPfw2YakCgiVwFPA+cCmcBnUa1KKbWden00ymmdHA+cCWQDVwEnGmPyq32gUsp1nlAMzHOhlGr46nXLRilVf2jYKKVcoWGjlHKFho1SyhW7ZdiISErY7d3yd6CU23aro1Ei0gV4CsgH1gJXGWNi+stRIpIB3A5kYb/h/qcxJigiHmNMVP/zYrk20PrqmojE78r7Zbf5VBeR1sB7wB/Aw8ABwMsi0ieqhVVDRPoDc4AmQC/gUeBOZ3VUp8uP5dpA66trIvIg8JqIXCoi7XfmOXabsAH6AmuMMTcaY74HBgNpwDARaRHd0qp0OPCBMeZC4DxgDHCbiOxX9gmotVVJ66sDItJIRD7HBuK3wL+Bj0WkcW2fa3cKm3xg77I7xpj1wOtAV+CoaBUVTkSai0iaczsB+4W4HKf5WmSM+RSYCLwA4GZTO5Zr0/oiqhuQaYw51hgz3hhTNlfUPbUNnN0pbBYA80Tk0rBlU4BcoLcz619UiEiyiLwGfAdMFZHBxpgSYAM2IBPDNr8b2FNETnQeG9FPwFiuTeuLSL1NRKR72KJ8wFth2RXAycCBtXnu3SlsVgLTgUEisgeUf7fqM+AEY0xRFGsbi50a43DsN9EvE5E7sGNLA4BjwrZdjZ1z+Thw5RMwlmvT+uqQiNwDLAFeEZGnROQQYDOwAjiobDtjzLfYKShGOI+rUY7sNmFjjAkArwKlwHVhq5YA2SLSxM16RKS1iKSISDKwB/C8MWajMeYO4E3gRKAzcBdwX1hAhrDfbM92nqfO/w9FpK2IJDmnCLQHno2V2pznbVPhd/dcjNXXwvn9JWJ/fzFVXxU1HwccjR2buQzYgp2qZR32QgJHiMheYQ+5HThWRFoYY4I12cduEzYAxhgDvAScISJjRWQI9pPke2PMZjdqEJHOIjIN24X7ADtedBBQGLbZF8D3wF3GmIex8yqPEpHjRaQNdtrTBc5rqtF/dC3qOwGYBeyFDeZeQPgnbDRr21NEfgCmYrsl+wL7s+3kZ9Gsr4vzf/um8y/T2V/4fqJW347KB7KNMauMMb8AI7FdvXHAQ0AX4N8iUjZdaCrwM+CraXdvtwobAGPMVOA/2DfQNcAEY8xtbuzbOWT4LvbNPBh7rs+/sH9co8JqXIv9o0wVe6ma4djm7G3Aj8A0Y8ykCJXZAmgFDHXOqXgtFmpzBldfxP6B93Vu/4b9ff43BurriD214lfgbGy36QRi5PdXodY0EblZRM4QkUbO4jRgfdkgtjGmALgc28oJAc9jPxifdf6Ob8OeH7Supt293S5sAIwxnxtjrgOONMY84uKu/wWsNMbcYozZBFwLDAUmAa1E5Kywbf/AXp6mmbFuwM7b08sYc0tdFxb26RQP/AWcIiJHAi8DmdGszdELiDfGXOuMta3CTus6DvvGPSPK9fUFFjinVqwB3sd2h54H0mKgPgBEZDB26OAQ4CZgsogMxLbETsK2cABwWjgTgbuNMa8Ao7EfRK8BfmB4bcaVdsuwKeNyMxVsk7kx2LMxsf9hxcAybHdurNPPx/mD9RD2f2SMWWmMyY1EYcaYkBM43bBTrf6C/VRbCTwYzdocQaCzM9b1BfA/4F7syXBZwP1Rrm81MEREHhaRpdhxmWuBx7HdkWjXV+YI7BjcEOzEc7OxXaYsbECOdsbCysaMfsWGeZpzftpJwCBjzDBjTK0u67Bbh00UfAtcCuB0UfbDTto+zRgzBtui+EZE7hCRqc5j/nCjMNl6inwjIB17GPZAbJcgAGwCvoxGbY5F2KOJ44AfjDE9sQOaf2HDGuBzEbkzGvU5R2huwL6Zpxpj0oFB2C7yimjV55zfc5FzuynQDzt3N8aYDcBbwHJsV/RK7N/kmSLS3PkwbgWsLQsWY4x/Z8c3NWxcZIzZbIyZG7boQuBns/X7JqdiPwnbAHOMMQcbe/KhG7WVNYe7A78YY5ZhuwHjsAOdB2FbX+2AP9yszbEJGywn4YSLMWYL9tSFjsBpwLNA2yjVhzHmUeBzbNcTY8xG7EGAdsCQKNV3CHacpZMxJgdYj+26l9U8HzvutT/2RMMrsXN5vyEiLwCXAF/WRSEaNlEgIh6x39U6FhsuiMgIbP/+O+AKtwatK/EXcK/TFdiEPey5Cch3Bi4vN8bc7nZRzqkLL2NbA+HnpvyBHdTeaIx5NVr1hUkDwsdnFmC//7TBzfqcvzEf9mBIEfZDA+zXIgY6g9NlZmPHcfoYY97ADgy/jR0X62GM+aguaqrvV1eol5zxkU7ATCBdRGZgWw+XGmNWVP/oyHHGbPbHXjtohDHmExG5GHuS2QQg13nTR4UxZomI3AtMFJE3gU+xn8Szsdf/Ipr1OeYCN4pICfbo0ijsoe614F59zt9Yb2BP4ALsmNsgY8zHIvI+9kOun4jEGWOWi4gAvzuPnY/T1apLu9UUE7FERC4DnsQOHj7sjNlEnYikO0fKYpaIHIU9DNsD+MoY81iUSyon9ntPlwADsd2n11w+4hleS3+gjTHmDREZAxxnjOnlnET4FzZwnsW2fKYAdxhjvotUPRo2USL2+y/7AmOcQ7kxRUR8xhi/xOjcKrDNoHbMcY42BqPZ0gr//YhIV+z40YvGmDEicgzwf9jvZnUFJjung0SMhk2UxPIbRTU8zmHsi7Fz5uxtjMkRkVTsmcHrnJMNI0rDRqndhNiZAd/Hzut0qtv716NRSu0mnPNq7sIe6nadtmyUUq7Qlo1SyhUaNkopV2jYKKVcoWGjlHKFho1SyhUaNkopV2jYKKVcod/6Vq4TkZ7YmQBHGmPur7DuTeyVBw4xMX4ddlU72rJRrnMmEPsvMFLCLn4mIudjJwk/V4Om4dEziFVUOBM7zcBeLqYf9vpKf2An1x4bzdpUZGjYqKgRkX2w3ambsC0aD3CUfhu+YdKwUVElIndhpz3IB/aJ5kyFKrJ0zEZF24fYAxWLsHPeqgZKw0ZFjTOF5gTgB+yshRGdKU5Fl4aNiqZR2MuwDAMewV7VYa9qH6HqLR2zUVEhIodiL1sz3BjziogkYWf33wj0j8LVSlWEactGuc6Z+/YV4GPnGtIYY4qA4diLqml3qgHSsFHR8DD2Er+XhC80xvwIjMd2p6SyB6r6S7tRSilXaMtGKeUKDRullCs0bJRSrtCwUUq5QsNGKeUKDRullCs0bJRSrtCwUUq54v8BxNAlL2MSPnIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "_ = gp.plot_2d(geo_data, section_names=['topography'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = gp.plot_2d(geo_data, section_names=['section1'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1036.8x345.6 with 2 Axes>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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xtc1egNaqqqZ4OjYh6kv6BEI0bu68/sgwPOF1wjLKaLc+G4CDvaPIj5XheEIIIYQQwvMkWRJeKfmPTAJzy0GnY+uoRKzG2l9qF0IIIYQQwh0kWRJeyWBz0H1RGjq7g9JwP/YMbKl1SEIIIYQQopmRZEl4rdDMctqtzQLgUM8o8uLPnIRTCCGEEEIId5FkSXi15NVZBGW7huONTMRqkl9ZIYQQQgjhGdLzFF5Nb3cNx7M5KAvzleF4QgghhBDCYyRZEl4vJLuc9icNx8tNkOF4QgghhBDC/SRZEo1C+zVZBGeVA7DtMhmOJ4QQQggh3E96nKJR0NsddFt8Yjje7kEyHE+Ik1ltNrLzcrUOQwghhGhSJFkSjUZIdjnt12QCkNIjitzEQI0jEk1VbqmF3VmZ5JZa3HaMeQu/ZsSka/n73TdhtVrrtY/+N13OwcMpADz73qus3LSmASMUQgghhFHrAIQ4H+3XZpHZPoTiGDNbL0tg8EwVY7Vd67BEE7EnK4tFe3aSlp9HudWKv8lEUlg4Izt2pkN0TIMe67vffuL+8bdzxeARDbK/Iktxg+xHCCGEECfIkyXRqOjtuKrj2SkP9WXX4FitQxJNxJ6sLD7ZsAY1O4ty15Oe8upq9mRn8cn6NezJymqwY93wyB2kZ2fw5idTeXnaZN6Y+QHXPTSJYROv5vqHbmflRucTos27tjPqznGnbDvqznFs3rX9lGWTZ09j256dvD/3Y96b83GDxSmEEEI0d5IsiUYnOKeC5NXOjmtq90gZjicaxKI9OykoL6+xraC8nMV7djbYsea/MY2YiChevP9xWkTFkJJ+mBkvvsMvH3/JqEGX8vanH57X/h6ccAddO3Tm3psmcd/4SQ0WpxBCCNHcSbIkGqV267IIySwDcE5W6yO/yqL+ciwWUvPz6lwnNT/PLe8wXTP8Cv77wBP4+/mRnZeL2c+fnIK6YxFCCCGEZ8g7S8KrVGNjOpu4jPa0IqzW9fR26LYojZW3JFMe4sOuQbFcuOSIByMVTUluqYWKsxRZKLdayS0tJTKgYZ9kWspKeXPmFHYeUImLaUlsVAscDkeDHkMIIYQQ9SO344XXcOBgFlvJwsL7rKWYijrXD86tIPmPE8PxcmQ4nqinyIBA/Ix13zvyNxqJDGj4CZFfm/4+CbHx/Dh1HtNfmMw1w6843qbX66m2Vh//bLVaKS0va/AYhBBCCFEzSZaE11jGQVIo4DEG0pdEprAeK3VXumu3/sRwvG0yHE/UU1RgIEnhEXWukxQe0eBPlQBKy8vwNflg0OvJysvho69mA87EKD4mlorKSlZsWI3VZmPOD19hs9tq3I/JaJJESgghhGhg0rMUXmEvuXzHHu7jYvwwchWd8MHA5+yoc7tjw/F0NrtzOJ5UxxP1NKpjZ8L8/WtsC/P3Z2THzm457gMTbmf1lvUMn3Qt977wGP269cbf14+Uo4eJDAvn7nG38c7saVxx142UlpeRnNSmxv0M7zeI2d9/yasfv+uWOIUQorFy4GANh896A1aImuia69h4RVFaAYfuOphMqNVH63CatXzKeIHlTKQnXTgxl00ZVTzPMq6kA/1JqnMfey+OQR3YEoCL5+8nKs19k4kK7+WbFMHgrx7GhKFe2+/JymLxnp2kHptnyWgkKTzCLfMsNVbV2Fg+9k0qU88sQlForGJqm70ArVVVTfF0bELUl/QJmrYf2MN37GYIbbiJrlqHI9zAndcfKfAgNFWNjfdZx6W0PSVRAjDjw/305RVWEkswreso+NBufRaZySEUtTCzbWQig2fuwVgld5DE+ekQE0OHmBhySy2uYg4Bbhl6J4QQwjO2kcEyDvJ/DOM91vI7qVxylhuwQpxMhuEJzRwr6BCJmVEk17hOHMHcQnc+OEvBhzOG4w2S4Xii/iIDAukQHSOJkhBCNGKZWJjOZu6iD7EEcy8X8wV/cpB8rUMTjYg8WdKIMcCPthMGkTT2YvRGA9aySg7MWkHq12uxV9ddwrgh6U1GWl3Xj7bjB2Lw98FebSPli9UcnLsSa1mlW499rKDDkwxGh67W9XoRRyqFTGE9j3AJxlpy/OBc52S16oCWpHaPJFYtJFKG4wkhhGiiIvu0p8eLNxLYOhqHzY6tvAr1f7+gTv1Z69A0V04177GGq+lEe5wFfOII5la68wHreIYhhOCncZTaa3V9fy545Ep8QgJAp6M8s4Bt//clR5ds0zo0r+E1yZKiKP2Ad4FkIAN4XlXVeYqihAEzgKFAkWv5dNc2OuAlYBLO7zILeEhV1ZrLRXkJc2w4g798mAOzVrB09KtYSyvwjQwm+fZLGfbj4yy7+nWspXWXzW4IpiB/hnz7bzKWbGflTZOpzLdgDPSj3c2DGf7LMyy/5nXKswrdcuxjBR2eZBB+5/BreBWdeIfVfM6OOscbt1uXRWZ753C8rTIcTwghGqXm1Ceor84Pj6b9bUPY8Ogsjv68FYfdTkjHeHq8OI5WY/vy87DntA5RM3YcfMwm2hPBYFqf0taDWFIpZOpZbsA2B4PmP4RfZDBr/jmNvE0HAGgxqDO93ryF2BFd2fjoLI0j9A5e8RuiKIoBWAC8oqpqMM4T3aeuFy4/AixADDAWeE1RlAtdm94DXA5cCHQE+gN3ezb689d/xj2svfsj1P/9cjwpqswtZsfL37D7vcVcNPk2j8TR571/sPP179jx6rdU5jufwFgtFeyZ8hPrH5hBv+nu+VHmU8ZU1jOJXkRzbsOc9Oi4k95sJ5M/SK19PRmOJ4QQjVpz6xPUR7ASR/Ltw1jY93HSF2/GYXfeFCzafYRl17xOycEser15i8ZRamchKkVU1HpzdTQd8cN41oq7TVnH+0dhDPTj5+HPH0+UADJX7GRRvydoMeQCYodLMQzwkmQJCAWiAKPrzpAdqAJswBjgWVVVK1RVXQ/MA253bTcBmKyqaoaqqpnAy8AdHo/+PET0aEPpkTzyt6XU2H7kx40EtorGNyLIrXH4x4TiHxNK+s9ba2zP23SAqgILoZ0TGvS4pxd0sGInkxK2kcEv7GcBu7DjYBPpfM8e1nGYFAooo/p4wYf57OAQBbUe49hwPHBOVpsrk9UKIURj0mz6BPXV65XxbH3+C6pLymts3/TYbBKv7O3hqLzDNjJYykHuoQ8mDFioJJVCbNhJpZBiKtABd9CLP8ni9zpuwDZlyp0jWH//dKihKra9ysrGR2bR9ZlrNYjM+3jFMDxVVfMURZkCfAbMwZnE/QOIBKpVVT148urA1a4/dwB2ndbWSVEUnaqq51QT/d+jOhFdfqLMcO1vzjSMB665BP8F6+tc59DPW/jt3mH8vHq32+K4YmAX4n/aUuc6ad+uZ+ddw/jwuzUNdtySPxdRmlGE3uDLEn6hxFaGnykQkzkMAiMoSt+OET2/69MpDo/C116NtewQFZWFGHVGIvWB+Nl8eNW4gYj+t6M3nTneuMxkoNDfxKBKCPOFX69px9j3t2OsluF4Qgjh7bTsEzQWoZ0TSPtmXa3tlfkWKvMs+EYGU5lb7MHItJVLGf9jI+H48x5rycaCHef7S52IQiUXP0zYsRNNIH4Y+ZQtJBJCIqFah+9Zeh0lB7Nqbc5c/if+LWuvQtyceEWypCiKHigDrgW+B4bjvFt0JXD6bZMywOz6c4Dr88ltesAX6iiddpr/W6J67BFbl56dyLfWPXzaWGXjpoPZXLJEdVscrSOi0IcF1LmO3WpjxME84howjmXoqOYCYmyBxBBAJAEYq/XOkedFsBETKrl0tUcxIrcdEa6/agcOihwVZNtLycRCfnUZly7fSyC+NR6nzKjnQKsQUsYkEmDSsXtQS7r8mt5g30MIIYR7aN0naBR0YLfVfQPQbrWh9/GKbp5HjaAtUQQQQyDRBBKED6kUsopUehHHENpgoYpsLGRRSjYWDF4z0MqDbOdw/8DepO4x1Ju3/Cu6Guijquqjrs8LFUVZCDwH+J+2rhnneGVwngj9T2uzqqrqtSfFnDV7SRxzEel1PNWJHX4ha+6a5t441u2j95u31FkxJ+6y7hyYtbxBjzuENnW29yKOXsSdsVyHjlD8CcWfZCLPehyz1U6X/QX4/uGDOqAlKT2iaKkWEXlYquOJsytLz6c0PY+AuAjMceFah1OrjJwsxj44kSXTv8Lsd+qp0mq18v5nM1i6diVV1dVcmNyJh269ixaR0RpFK8Q5azZ9gvqypOQQN6IrRxZtrrHdGOCHOTaM8qPNq0R2JGbG0OmM5a0Io9VJczUG4kMg4bTBe8/v7qYzGfBvGUZ5Rs2vNUT0aktVcVmNbc2NtyRLiXDGI4JqYDMwQFGURFVV01zLFU48Zt/t+rzupLbzHrv2yOVn/sNyHwcrB3YgMCkKS2rOGa0RFyejmo38s2sMdI2pYfuG8224mbCebSk46cW+Y4LaxFDZuw0TFv4O9f75uHtQY00cBFdYiS+uILGgnP6bcshIDqE4xsyqMa1ZlGnA5oAZX9X8rpZo3nI27Gf/zKUU7T6C1VKJMdCX0I4JtJs4hMhe7bQO77x8+t3n7Dmwl09eeo8A/wDemT2N5z94nanPvq51aEKcjaZ9gsZg81Pz6PfhnRxdsr3G6UYueHQ02aua5FcXDSTlyzV0f2EcqydNObNRp6PXqxPY+eb3ng/MC3lLsrQEeFlRlNuAT4CBwFU4S4O2crXdDnQGbgRGubabAzyqKMpSnCfSx4HZ53vwQn+fvxj++bl+9hK+XfAYh/4zh4xftoHDgd5kJP76fkQ98ncuffdbj8Q0bs6vLJlxF1kvL+DwV2twWG3o9HpaXtaNpJduZPSMxR7/2TSEQn8f0sLMrE6ClW0imLQ0nT+va4PR38BIfRk/2sxn34lodnI27Gfbc19QkV10fJnVUknuhv1YUnPo+tx1RPVuuIQpIyeLWx6/l4G9+rJq01oemHAH67dvZv2OLfj6+HBp30Hcfu0EfEwmKquqmDp/JktWL8fucHBJjz48cts9p+zParXy+Nsv4sDBSw8+RXllBbdedQPhIc67qdcMv4Lbnrofu92OXt8Mh5yIxkTTPkFjkLtuH5krdzHi12dZe/c0CnceBsA3PJAL/nMVcX/rzvfdH9E4SuHNtjw1j5GrXqTfx3ez5enPjj9hCmoTw0XvTKQip5hDn/2ucZTewSuSJVVVdyiKMhZ4AXgHSANuUVV1o+uE+CFwBOej9kdVVT1212gKzvKh63HehZoDvOXp+M/X7iO5DJ36HY9NHMSIV8fjqKjG7mvki20HmPzWVxS7eTLYYzILLQx46yv+Nao7Yx8bja7SCr5GFu85zK3vLyCzsPEPWTsa7MfbXRO5cWse2T0jMSWZSUj13KS/ovHYP3PpKYnSySqyizgwc1mDJksApeVltIyK4Ycpc7nzuYdJik3gy8nTKSsv4/G3/8v0r+dw1w23MeObufy5bw+fvPw+Zl9//vP2C8z89jNGD70MALvdzvNT3sDucPDyv57Cx2Ti3hv/ccqxft+8ljbxSZIoCa/X3PoE9bX+gRm0uXkQA+c+iMHPhN1qw+BrIv3nrc5EyS5FjUTdFg94iu4vjOOy5f+Ho9oGBh0Om4O9035h97uLtA7Pa+gcNZQMbA5c8zUcOtRhDFYfKS3d1LW0VDAixkFxjD8VlXau+mAHRmvz/N1vynyTIhj81cOYMJx95ZOUHslj1fh3sJbWfqPCGOjLwDkPNtg7TMfeN5r/5jR0Oj3XPzSJhR/OIzQoBIB12zfx4odv8cOUuVx9/6386+Y7GdCrLwDZeblUWasx6PWMfXAiQ/sMYF/qAWa9MgUfk+mMY/26ZiUvfzSZNx59nu4du/yluKuxsXzsm1Sm5p3RVmisYmqbvQCtVVVN+UsHEsKDjvUJ7jqYTKi18Y2oEKK5c+f1R24ximbBYjLSbXEaOpsDP189ewbKZLXihLKj+XUmSuAcklfmhpelw0PCKCwuxN/X73iiBNAiMpr8okKsVisFxYVERZwobBIdEUl8TMvjn3ML88kpyGPX/jMrV8754Utem/4e/33gib+cKAkhhBDNjSRLolmoMOoJzCmn3TrnnAKHekaSH1d36XTRfJhjwzEG1FyG/hhjoC/m2IavnKTT6YiJiKK8soj7WWcAACAASURBVILCkhPDAI9mZxEcGITRaCQyLIKc/BNPcnYf3MeXP5948fbVh57mltE38Mr0d6msqgKcQ/Ne+ehdvlmykA+efpWLu/Zq8NiFEEKIpk6SJdEsVBv0/JwcTfLqLIKyy0GnY8nYdky6tpvWoQkvEBAfQUin+DrXCe2Y4LYy4lHhkfTq3JXJs6ZRVlFOTn4uH389hxH9BgMwov9gZn//JflFBVjKSvlw/kwKigqPb280Grnx8qsxGozM+GYeADO+mcemnVv56P/eon1S3SX7hRBCCFEzryjwIIQnfHVBS0p8jYxYnMYfE5Ix++roHSDFHoRT+4lDKU3NrbHIg190CO0mDnHr8Z+951Emz5rGtQ9OBGBE/yH88/pbAbhl9A1UVFRy6xP3Y7NZGdLnEm67ehy5BSeGBRqNRh6deA/3//cJBvfux2eLvsFqtXH9Q7efcpwfpszF38/Prd9FCCGEaCqkwIMUeGh2uqcXMsxYwYG+LcDhoP/cfYQflYnXmoL6Fng4JmfDfg7MXEbh7sONfp4ld5ECD6IpkgIPQjRu7rz+yJMl0exsiQulw7YjBOaWY4n0Z+vIRAZ9qmKQ6njNXlTvdkT1bkdZej5lR/Mxx4a7beidEEIIIbyfvLMkmqUCPx+6LToMdgelEX6o/VtoHZLwIua4cCJ7t5NESQghhGjmJFkSzVK5SU9YZhmtN+QAcKB3NAUtzBpHJYQQQgghvIkkS6JZ2hgfSnaADx1/zyAgrwL0OraOSsBm0GkdmhBCCCGE8BKSLIlmqdTHyH+HJnMw1Ey3xWngcGCJ9GdvvxitQxNCCCGEEF5CkiXRbJX4Gnl9YFv2GXxos9E1HK9PDIUx/hpHJoQQQgghvIEkS6JZsxr0/O+iJFqtziIgvwKHXsfWkYnY9TIcTwghhBCiuZNkSQidjgJfE10XHwaHg5Jof/b1leF4QgghhBDNnSRLQgAVRj0R6aW03pQLwL6LYyiKluF4QgghhBDNmSRLQgBL2kdhBzqsysBcUInDoGPryATs8i+kWUottLAyJZPUQovWodQpIyeL/jddTllFea3r2O12Hn/7Rb765QcPRiaEEEI0DUatAxDCG2xICKPaoOfOdal0/ekwa8a1ozjGzP4+MSSvydI6POEhq1KzmLxmJ9sy8yiutBLsa6Jri3D+1bczlyQ1vqGZmbnZvDHzA9Zs3UjPzl21DkcIIYRodCRZEsJla2wIrwxuxwN/HCRpSy6p3SPZ2y+GFvuKCM6t0Do84WarUrO4b+EajpaceEpTXFnNqtQsDuQX897lfRnQgAlTRk4Wtzx+LwN79WXVprU8MOEO1m/fzPodW/D18eHSvoO4/doJ+JhMVFZVMXX+TJasXo7d4eCSHn145LZ7Ttmf1Wrl8bdfxIGDlx58Cp0Obnvyfq4c8jcspaUNFrcQQgjRnMggIyFOkhpm5oWhyQRvyce/qAqHQe+sjifF8Zq8yWt2npIonexoSTnvrNnZ4McsLS+jZVQMP0yZy5c/fw86HV9Ons60599ky+4dTP96DgAzvpnLn/v28MnL7/PV2zPIzM1m5refHd+P3W7n+SlvYHc4EyUfkwmD3sCcV6dw1w23YTTKfTEhhBCiPiRZEuI0BWYfXuvflqD1eQAUtTTz+7AEjaMS7pRSaGFrRl6d62zNzHPLO0wj+g8mOz+XvSkHePDmOwjwNxMVHsnt145n0cpfAViyegW3jL6OqLAIAsxmnv7nw1wxeMTxfbz68XvsSz3Ay/9yJkoAer2eiNDwBo9XCCGEaE4kWRKiBhUmAx+1boHhkLNzXHJhGCXhvhpHJdwlrdBCSZW1znWKK62kFTX8cLbwkDAKiwvx9/UjNCjk+PIWkdHkFxVitVopKC4kKiLyeFt0RCTxMS2Pf84tzCenII9d+9UGj08IIYRoziRZEqIWdr2OBQRislRjN+rZNjIRhwzHa5ISQwMJ8ql7qFqwr5HEkIAGP7ZOpyMmIoryygoKS4qOLz+anUVwYBBGo5HIsAhy8k88+dp9cJ9z2J7Lqw89zS2jb+CV6e9SWVXV4DEKIYQQzZUkS0LUweqAYNdwvIK4AA72jNI4IuEOrUID6dYyos51urWIICk00C3HjwqPpFfnrkyeNY2yinJy8nP5+Os5jOg3GHAO1Zv9/ZfkFxVgKSvlw/kzKSgqPL690WjkxsuvxmgwMuObeW6JUQghhGiOJFkS4myyK4nfkQ/AngEtsYT5aByQcId/9e1MbFDNExHHBvnzYN/Obj3+s/c8it1u59oHJ3LrE/dxYXIn7h43EYBbRt9Al/YdufWJ+7n+oUkktIzjtqvHnbK90Wjk0Yn3MH/Rt+xNOeDWWIUQQojmQudwOLSOQROKorQCDh3qMAarj3vuFoumITnHwgPrUlg1UaEy0ET4YQv9PtuPjMjzPr5JEQz+6mFMGOq1/arULN5Zs5Otx+dZMtKtRQQPNtJ5ltyhGhvLx75JZeqZBTEKjVVMbbMXoLWqqimejk2I+jrWJ7jrYDKhVrkhJkRj487rj9STFeIs9kYF8k6fVtywNJ0dV7YiPyGQuWPaM37BPq1DEw1sQFIMA5JiSC20kFZUSmJIgNuG3gkhhBDC+8kwPCHOwd6oQD5Makn4XucL+OGt/SgNkbuPTVVSaCADkmIkURJCCCGaOUmWhDhH2UG+LKr2w6e0GpvJwLbLEmieg1iFEEIIIZoHSZaEOA8FRiNdlhwBIC8piNRudVdQE0IIIYQQjZckS0KchyqDnhZ7i2i5x1m2edfgWMqCTRpHJY6xV1ZjrajWOowmraq0AltppdZhCCGEEB4hyZIQ58Gu1/FHq3C6/HoEU5kVm4+B7X+T4XjewppfSmFattZhNFkOHOTsTsOaZ9E6FCGEEMIjpBqe8CoOhwNSNkNsB3S+AVqHU6NPeiZQsS2dLr8eYfOVrchpHczhLuEkuuZiEtpxVNk4OGMZ/o+NISBMijM0pKrSCnJ2p7Hrsc+RuwNCCCGaC0mWhHc5uBF2/Axp23EMuBmdvn7z5biTQ6fjs27xDN2fQ/LeQrKSQ9k5JI6oQyX4W2QImNYKftvFmo2HMIaatQ6lSbGVVjqfKEmiJIQQohmRZEl4DUduKuxaCsP+CVsXwfZfoNtIrcOq1dJ2URTkFtOuworVz8iOEfH0/uaQTFbrBWxF5diKyrUOQwghhBCNnLyzJLyCo7wY1n4Bva9GFxQJfa6FDBVH6jatQ6vTlshg9mXaAMhqF8LhTmEaRySEEEKI0xUgN9BE/UiyJDTnsFlhzXxo1wddi/YA6Hz8od842LYYR8FRjSOs21a7L3kldgB2DYujIkAe2AohhBDeYhuZPMRifidV61BEIyTJktCUw+GArQvBPwSUAae06UJioMffYc18HJWlGkV4btbn66m2Oaj2N7JjeLy81iGEEEJ4gSwsTDVshh5XMtuwkxQKtA5JNDKSLAltHdwIeYeh9xh0ujPf9tHFd4aELrD2Cxx2mwYBnpsKG+zId8afmRzK0Q6hGkckhBBCNG/lVPOGYT1VXYaha9OLqt6jedOwnmIqtA5NNCIyXkhDSmwENw3oQmSwP4dzi5m1Yjvp+SUejyMhMpgJAy8kPiKI7KIy5q7awb4M95fBPl7QYcgkdEbf2le8YBj8Pge2/8KAcXcytk8yZh8Tm1OymLPqT0rKq9we67lILYEh5RaKEgPZcWk8kWkWfMusta4f2imB+FsH4RMdRPmBbFI++o3yzEIPRtxwzLHhJE0ail+baKqzizg8YzlFe9K1DksIIZq8To+OJvjavmAyYN2Wyo5HZlGZW6x1WJpz4GCqfgtFca1xtL0IHc4bsOX56bx9YCNP2vphlGcGGAP96PLKTfj2U8DuoHThZna+8DV2a+39l+bGa5IlRVHigQ+BgUAx8Jqqqu8qihIGzACGAkXA86qqTndtowNeAibh/C6zgIdUVfXeRxCAyajnwzsuJ8DXhxlLt3AkrwQlNoKP7/o7G/Yf5ZnPl3sslpdvGsqFSTF89OtmFqxXSYwM5r83DqWotIK7PlqE1WZ3y3GPF3TodRW6wIg619Xp9Dj6XIvvyo/pajtERqqdsopKOiUlsOq5m3hpwVq+WLPbLXGer4K9ZZha+FNtNrLj0jh6fX/m+GiDr4lec++jpGUAC3f9SUFeFgntIrh88WMU/7CVXc98rkHk9XfBy+MIuKwLC7dv50juPsLDghg5/R8o6cVsHP8+9io54Qohzk9z6hPUV0TvdnT77jEWbj/IJ9+spKzKytALWnH/9jfJmbaE3c99oXWImvpetxc10E51z7+fMnLF1uVSjuZnMDd/J7fYu2gYofba3TmchOev56OlW/hx7m8YDTpu6NeZ6498iDpxCkcWbdY6RK+gczi0f7vCdYLbACwDngCSgVXAFcBDQDlwO3AhsBgYoqrqdkVR7gXuAP6Gc/aPH4FPVVV97xyO2Qo4dKjDGKw+np28curto1i/P52Zy86s9PbSjUPJLS7jrR/Xuj2O/4zpj7+vkWc/X3FG253De9ApPooHZv7c4Md12KywYga0VNB1HHTu2xVlYVg1k4HX3UxYi1gATEYD940by5NfrmHlrrQGj/W8ORxcWVaMoUsIAO0XH6bDjrxTVuk9736W2vJYvmPnGZtPGj6UoEV72P/2Io+E+1clP3olBZe2ZcZvy85oG9q1CwOtwWy65QMNIhNaKDRWMbXNXoDWqqqmaByOaKS07BPcdTCZUKtPg3+nhmYKNjNw77tc8doX7EjLPqUtwM/E0mcmUP7i1xycdeb1vTnYRiZTTNuoGnEXOv/gM9odVeX4/DKVCRXtuIREDSLUXouhXUj65G4GPDOLfMuplQJbRYey9Omb2NjvKSyHsjSK8Py48/rjLc8f+wCxwH9UVa1WVXUn0BdIB8YAz6qqWqGq6npgHs6TJMAEYLKqqhmqqmYCL+M8UXqtuPAg4iODa0yUAJ6av4yxfTviY3TvZKz+Pkau6NW+xkQJ4H9LNqPERRAdEtCgxz1R0CEYOgw8sdxahaMoC0dOivNzSR6OvDQclaUcS+h1ITHYuv2dP76dT2WZs+BDtdXGJ98v4umr+jVonPWm0/F9QAiVBc7JaVMHtqDS/8TfZWCraKrbRtSYKAHM+G0ZSZOGoXPz339D0JuMxN8ykE+WLq+xfem2HdCpBeb4up8cCiHEaZpNn6C+urxyE1N/3XxGogRQWlHNhPe/I/6ZazWITHtZWPjQsIWq/jfUmCiBs+Ju1YDxzbrgQ5s3b+bOaYvOSJQAUrILee6rVXR+9zYNIvM+3pIs9QB2Aq8pipKpKMpe4GIgHKhWVfXgSeuqQGfXnzsAu05r6+S6K+WVrrqoA/NW/Vlru93u4JdtBxncOcmtcQzr0ppFm/fXuc7833dy1UVKwx744EZI3QbBUbD5exwrZuBY+AZ8/4pzWN6KGTjyj8CWH2DdV/DTOxgXvopp2f8wrP8SCjOpMvixesEX2F0FH/KLSjCbdIQG+DVsrH/B8hITDpuDqgATO4fFHV8ef0M/luzZVet2druDralpxPTv4Ikw/5KYgZ3YnJqKvY6n00v27Cbhei9JZIUQjUWz6RPUV+Co7ny8dGut7XuP5lFm1GMM9J7roidUYOUNw3oqwmLQH1XxXTUPv0XvwdfP4di/Dv2Cl/Bd+A6+K+agT9lMVXSiq+BDpdahe5wxJpTf9xyutf3z1Tvx79HGgxF5L295ZykcGAIsBRKBXsBPwOVwxixiZYDZ9ecA1+eT2/SAL5xbqZN/9JzM/3Y8CXjmXBpi9mXP0dw618kpLiXE7N4TXIjZj5ziustx5xSX0Sk+smEPXHAEYtqCtRpCW0L8BRAYAeZg57tJf8yFDd+A3gB9b0AXFsvn94xg2uxZ5GVlUVKQRxHRVBQXUlFSgjnEWXWupKycIH8fCku9o8JNmRVyUiuIbuNPeqdwYvcU0mJ/MYbwAIrL6i7iUVhRTmywv4cirT+fEDMZFXVP8ldcVoYxvGGfTgohmjzN+gSNhdHHRF5JWZ3rFFgq8A0PxGppUl+9TpmUYMZEzwJIyM2nBUHE0JINhmyWbV9KB100Y8rbkVVeSmZOEUcMVWTqAjhMIZ2J0Tp8j6qorvt94spqGzYveFXHG3hLslQJ5Kuq+rLr82pFUb4GngdO7zWaAYvrz2WntZsBq6qq53VmiAtO89i8OLmF0fRo3YZftx+qdZ3uraOYv3IhscG1Z/x/VWGxnksuGl7nOt1bR5Geu4fY4AacxG1ojxoWFrn+A0ZectLyaiCVIquF3r0vYteh2t9JahERhNG+m9hg7ygmcLQ4iewcGx1MFvITAtk+IoHwI3so25lO2yvb1fld2kVGkbk/04PR1k/xvgzaRw6tc522UdGUrqj9SZoQQtRA0z5BY1CZX0LXpBZsTan5WqHX64gLD+LAEfdXtvUmrQjjeduAM5fbwriWEyNlEnFN79EkS3+cG7PJiL+PkfJaijDFhQehq27GP6CTeEuypAIBiqIYVVU99rdmALYAAxVFSVRV9VjvUuHEY/bdrs/rTmo777Jo13WZWe/Az5fBOpfxl2zmnUUGKmv4JYwOCaBnKx07t/8fXdw8VU//5MuJCPInr+TMpwP+PkauuziWT78fxfVdtE1Aco6u5cqBn9aaYFzYrhUFhb8xpuNHHo6sdkv2/509tu6MX3GAwuvbUhlo4s9hcfh/sZrB/76CxRu3YLWd+fcfHhxEC6Mf6u4jGkR9fgp2pNLVL4DQoEAKSyxntJuMBgYmJ7Pya8/9+xJCNAma9gkag6zXv+epfw5j7Jtf19g+ulcy1Qcywe6eirai8StdrfKPod15/6cNNbY/emVfCuas9HBU3slb3llaAhQAryiKYlQUpR9wFfAl8B3wsqIoZkVRegM3AnNd280BHlUUJV5RlBjgcWC258M/dzZbFet3vMB3j4484x2bhMhgfnzsMpatu9cjsSxddz+L/jOK2PCgU5aHB/rzw2OjWLvtGex27Z/UZOXvpsjyBxNG9cdoOPVXNjkxjvEju7N041MaRVezYW0X0iluE291b0XMhhwA0juHkx7rx6FXv+ffY67E7Hfq3FJRYSE8PuZKdtwzQ4uQ62XHPTN48qrRRIWGnLLc7OfLY2Ou5MDLC7BVVmsUnRCikWo2fYL62v/pcrqZzTx/3aAzrouDOycx+ebhbB//rkbRicZg26SpPDqyN1f3OfUdaZ0O7r6sF6M7JrHj2eZdfv4YrygdDqAoSjvgfeAinHMqPK+q6kxFUcJxzrVwKc5H7c+pqjrDtY0B52P5iTjHJM/hHOdUOFYmdOhNKZg1GLrVPnEU/bo9x97MStJyS+kYF0p0UAUrNjxEeo7n6tonxPRhYK/XySjyQT1aSKuoQNpGm/hjy1McOLLEY3Gci75dHqBHh0nsP5xDWUUV7RJiKKs4wKI/7qWkzPuGrTkcsOXoxazZP5yrQqupivbD11LN4Bl7aPW37ijPjCXdUkyupYTEiEgCy23senAW+dtStA79vIR3b03nt2+m2E/H4bw8ooKCaOkfiPr8V2T8KHM0NCdSOlw0FK36BI2ldDgAej29vv03gRe1Y9nOFCyVVQzqmERAeRVbx7xGyb4MrSMUXs4vOoSei5/EFhXMb3+mYDLoubRLK6r2ZrD+sv9ir6jSOsRz5s7rj9ckS56mdbJ0THSYgtkvgiLLEQpKtJsnKDy4FcEBsVjKc8gt3KdZHGej0+mJjbwQk9GfnIK9lFbknX0jjS07OJL9ORcxItaBw6gnbmc+PRY6/65DOsThGx5I6eE8Sg/XXfjD2wUkRhEQH05lnoUiNV3rcIQGJFkSjVWjTJZc9D5GWo3tizHAj6O/bm808+II7+HXIpSEK3rhqLaS8vXaRlkUxJ3XH295Z6nZyi5QtQ4BgPziFPKLU7QO46wcDjvpObWXS/VGLQLT2ZqhI2h7LsU9okjvHE6s6qyOV7Sn6SQVpWk5lKblaB2GEEI0K/YqKwfnrdI6DNGIVWQWsu/jX7UOw2t5yztLQjRZRoPznR3d/jLCDzsLIWwfkUCVn/dPPCuEEEII0ZxJsiSEmyUEp+BnLGNzXCjdFqdhqLJRGWhix/B4rUMTQgghhBB1kGRJCDfzM5VzfZfppLa2MUtpSfJK50u3RzuGcVRxc314IYQQQghRb5IsCeEB4eY8xl34MemdSvg8JIzQtGPD8eKpCJBXB4UQQgghvJEkS0J4iL+pjGsumIVJOcCSUhP6ShvV/ka2XZZI86xJKYQQQgjh3SRZEsKDjHorlyV/Q1y7NWxzVT3PbhtMatcIbQMTQgghhBBnkGRJCA/T6aBf4nLaxn9PhsUOwK4hsVjCfDWOTAghhBBCnEySJSE00ilmG34BS6mwOrD5GNj89yTsep3WYQkhhBBCCBdJloTQUMugQ2zKcSZIRS3MqJe00DgiIYQQQghxjJThEkJDRn012eVgPVSKsXUAe3tFMH3tHIJ0PrS0BRJvDaAFgbQkiCgCMMr9DSGEEEIIj5FkSQgNhfnnEuKXz/ZMPwYFlFMS7U9U506kqX8SMrAPW3NzKc/OoaRgN5ZyC6GmAGIIJM4aQKw98HgiFYwvOmQInxBCCCFEQ5JkSQgNGfR2rr3gE74zjGNbehDtQ210GDaCoqPpVBYU0GX4qOPr2qxWSgvzKcnP5Wh+LgeycyjNOUBRcT4Ou50YfTD3VvckigANv5EQQgghRNMhyZJoUnQ6PUrSSKLDu1BVXcyugwsoLj2qdVh1CvIt5rouM1nkM5a9R1vRtpUPPa4dx8rpUwiJTyAuuRMABqOR4MhogiOjz9hHSV4uy2dOwYzJ0+Gfs+DkWFqO6g6+RgpX7yNr1S6tQxJCCCGEqJO8ACGajHYJl3LXNVsJD76PnQe6kJEzhNGDvufqIbMwGry7LLePoYorO36GPmYLRwvstE5MZNrc2fz560JK8nLOun3Wwb1018cRgI8Hoj0/vuGB9F/8BImfTGJ1rxBWdPTF8MxIhmx6hbAuSVqHJ4QQQghRq1qfLCmKMhDYpqpqUR3r+AHXqao6yx3BCXGuEmMuZmD3N3nuo4WUVVQeX75iy04Gdu/AdcM/Z95PYzSM8Oz0OgdD2iwmzWLgnus+4N3535LcfyhrF8xn8Pg7MPnWnPA5HA4Ob9rAHdZOHo747PQmI/0W/Yfpm9ezMyXt+PINu/YSERLMk5/dx4bLX8WSevaEUAihHekTCCGaq7qeLC0HtiqK0r+OdUKAmQ0akRD1MLT3S7wz/7dTEqVjVm7ZQ0lpOPHRPTWI7PzdMXwoX/62kqz8Qlp37UlQeCTbfltY6/oFGUfQl1ehEOnBKM9NwtiLWZN15JRE6Zi8omI+WrmC9k9dpUFkQojztBzpEwghmqGzDcNLAZYrivKcoigyZE94pSBzDNXWQPKKimtd5+e1Kt2VOzwYVf21jhvOtr0HAHA47Bzdt5uIuMRa10/btIHB1iSvrIaXcPtQft66vdb23SmHCe2X7MGIhBB/QQrSJxBCNDN1newcwA3Ac8ATwApFUWrvsQmhkQD/SPKKLHWuk1tYTIB/jIci+musVjsOh/PPOp2exAu6kZeexs5Vv+Fw2E9Zt7qykvR9uxng8M5/msZgf4pLy+pcp7yyCr2P1JoRwstJn0AI0SzVlSzpAIeqqv8FBgKxwDZFUa7zSGRCnKOS0kyiw0PqXCc2Mpzi0lQPRfTXGA2g1594StR54HAKM4+S9ucWslMOnLLukT1/ouiiCMHP02Gek6q8EiJCgmtt1+nA7OuLvcrqwaiEEPUgfQIhRLN0To/RVVVdC3QFfgTmK4oyXVEUs1sjE+IclVbk4bBnExsZUes6l/XrwKbdH3owqvrbm/Y9fTqfGJrmHxjEpRPvRek7iEPbNp2y7pGN6xlaneDpEM9Z2ge/MKp7t1rbu7VvS+6S2ofpCSG8j/QJhBDNydmG4R2nqqpFVdUJwHjgGmAz0N2NsQlxzpasf4T7rx9CWFDgGW1XDuiBzbabrPzdGkR2/lZvf4urBnekdWyLU5YndOxC3uFDlFtKACjKyaKyqIgL8N7hhek/bqaLbwgXdzjzvaSEmChu7tOXfS9/p0FkQojzJH0CIUSzVNeLAjW+La6q6jxFUVYDc4Ef3BKVEOcpM28nP6y6mUcnTCU9pwI1NZ9AfxN9LkjiUPpiFqz4j9YhnrPyygLmLB7JhFGfUFXdnc17MtDrDXRLTqbq4E5Sd2ymQ99BpG3ZyABbIgYvni7NYbez+opXGTntDq4c153Vhw5QZbXRMz6BsEod6694lfKsQq3DFEKcnfQJhBDNUl3JUmugxslPVFVNURRlAPA0MNgNcQlx3tJzNjPt2z7ER/cgOrwjVdWlzPxhCVXVpVqH9v/t3Xd0XNW1x/HvqDdLsizZxoAbxtuNDqZDTAiQ0FsIJJCEGB6hhCSEVAKPkARCAimEBAjlQehgeodQQwfTDGZjsI3BxrjKliyrz/vjXJlByAWs0Z2Rfp+1tLDm3pnZMxfNnH3KPp/b8hUfcc29ezOgYiRDB29Pe3sbv7mpGU8OYsFrTzBq2x2ZM/11jkvuFneoa9W2spmXjv47hdXljJg0gZz8XOa89CDT3pkXd2gisu7UJhCRPmm1yZK7r3E1vLu3A2dHPyIZ48MFU/lwwdS4w+gWi5fNZPGymQCM7g/tm23GoueLefXhe6gYvAGt+UPg3dXuEZlRmhYtZ/Ytz8Qdhoh8AWoTiEhflbnzd0TkM8YMfAPbvpU5015l+Obb8Mp+Q6kbkJmV8ERERESynZIlkSyz486LGDa+lKqRRltBLi8cMoLmwty4wxIRERHpdZQsiWSZgqIEh05eyZCaW2hPJmnoX8hLBwwn2eXyaxERERH5opQsiWSpytIZVPR7EIDFI/oxdY+NYo5IREREpHdRsiSSxQb0e46SolDMYt42oDpL7gAAIABJREFU1bw3rn/MEYmIiIj0HkqWRLJcTeW9NLYvB+DtvTdmeXXvLvjQRCsLyb5y8CIiIpJ9lCyJZLlEoo2mnBdZ2Qrt+Tm8eHDvLfjQTpJLeIGzeUwJk4iIiKSdkiWRXmCjium88HE7yfZQ8OGV/YaSjDuoNLiLt1lBC/thXMRzNNEad0giIiLSiylZEukFBpQsYrdNrueNJSF5WLBJBb7L4Jij6l6vMI8nmc1JbM/ejGJjKriKqSR7ZVooIiIimUDJkkgvMaL/u+w48nI+rG8GYMZOg/loVEWvSCU+oo6reIWT2J4KikiQ4NtsxcfU8wAz4g5PREREeiklSyK9SE3px2wx9GLqmkPC9Mq+Q6mvKszqhGklLfyNZzmM8WxC1arbC8jlZHbgQWbwJh/HGKGIiIj0VkqWRHqZfoXL2HSDS2hpb6WtMJfnDh1Ja0F2/qm3k+QyXmIsNezG8M8cH0AJJzCRy3hJBR9ERESk22VnC0pE1qioYAkbVv+bZLKdxv6F/PegkVk5uhQKOjRzFFus9pwx1PR4wYecgjyGfGULhh2yA5UThvbIc3YlkZPD4N3HM+zQHaieuGlscYiIiPRWeXEH0JmZDQLeAI5193vMrD9wJbAHsAw4292viM5NAL8HJhNeyzXAj929LZbgRTJISeH7DKh4kCXLv0r98DKe3WMjdnr0w7jDWmcdBR3OYhJ5a+nX2ZNNmE0tVzGV/2E7EiTSFtf4H+/P8MN3Yu5Dr9G0aDkb778tpUOreen0a1g8dWbanrezkd/anbEn7cP8J9+i4cPFDJ40ge0u/A6vnX0z8x5+rcfiEEkXtQdEJBNkXLIEXAEMSPn9X0A9MAjYHLjfzF5099eBk4B9o9uTwD3AicBFPRqxSIbqV/I8S1eMJtm2CYu3GcCCmcsYOLsu7rDW6iPquJKp/JCdqGDtm+x2FHw4lyd4gBl8ldFpiWur3x5FIgH37fwrku3tq24v3qA/X7r5NJ4/+XKWvDY7Lc+datPJezJo17Hcv/uvaW/+ZDQtv7yEL930Y0gkmPfQq2mPQyTN1B4Qkdhl1DQ8MzsBWAF8EP1eBhwEnOXuje7+AnA9cFx0l6OBv7j7R+4+HzgXOL7nIxfJTIkE5Bc9QW1T+GXq/sNoqCiIO6w1WkkLF/HcZwo6QFjD1FEqvL3TxMJ0F3wo3biaAVuPYOqvrv9UogSw8qOlPHXMRWx1zpHd/ryd5ZUUsul3J/H0sRd/KlECaFnewONfv4Atzjw87XGIpFNc7YGcbJyvLCJplTEjS2a2KXAasD0wNbp5U6DF3VPntjhwSPTvMcBbnY6NM7OEu+sjTwSoKlnAA+80sfugAijO48WDhrPLdTPIbc28P5GOgg4DKaWaEh7lPT5mBR9TzwJWsJAV7IexIxvzcx6ikiIGUsYgyhhIKYMoYz/GcAkvciaTqKG022Lb5Ntf4p1LH17t8fpZH5Nsb6dkSBUN85Z02/N2NvTg7Zl98zMk29q7PN5St5LFL79HzQ6jWfjcO2mLQyRd4mwPlLdldmeSiPS8jBhZMrM84FrgVHdPbWWUAis7nd4AlKQcb+h0LAcoTFOoIlmnKK+RfUZfyytLmkgmkywfVMKr+2yYkQUf3mIBr/IRc1jGPbzDHJZRSRG7MZwTmchJbM8dTOdsHmM4/fklX+IAxjCcSupo5mnm8BgzaaSVO5jerbGVDa2mdvqa13wt83mUbDRgjeesdxzDaqidPnfNcbw9l9Kh1WmNI9X8skKOPWxLfvq1cT32nNI7qT0gIl9EOr9/MmVk6dfAq+5+X6fbG4DiTreVEOYsd3W8BGh198a0RCmSpYaUf8CedimvzJnMiH6lzBtXzSuFpRS9V7/2O/eoDZnUvgU5Obmrblkc/XR0Ge/aOh6A3Jx8Hsj59EfYgOhnTDJM2Ls2kUt3KaOdsg2rWP7OvNWekzO8hpsHlTBvyw277Xk7278owVYbVa3xnPyh1dze3szUNMaRqiG/+95n6fNibQ/86svDaM0vWfuJIpJhWtL2yJmSLB0BbGBmR0S/lwM3An8A8s1sqLvPiY4Zn7Sbpke/P59yrHu7k0V6icqipeww4iJ83ilUFpRSM7KYJ4uKWdoUd2TZYcHbs/n3Sfsw/7FpXR4vrCqjaeRAri1MwKiatMXx2qy5PDV5X2Ze+WiXxxN5ufT76lb8+fdv0ZbGOETSJNb2wMLSfFoLNBglkm3ymtOXLGXENDx3H+PuFe5e6e6VwBzgG+5+DnAncK6ZlZjZdsBRwHXRXa8FTjezjaISo78A/h3HaxDJBsX5jYzf8GKa25vIScD2g2Dj8jVP6ZJg2pwFzK4oZuNjvvSZY7lFBWx5/Q854/7nP3vHbra4biUPfLCA0V0UcUjk5LDF5d/nb0+9Tlt7Jk60FFkztQdEJNNkysjSmhwHXAJ8SBhuP93dO1ok/yCUEH2BMC/5WuDCOIIUyRb5eQ0Mq7mSeYuOpzgvl2GlG/LhcjJyDVOmOeKK+/i/Y77Ctt/alYVXPErzojrKJm7CwCN25tcPvcgDr8/qkThOm/Ikfz50N/b672+Zf8V/aHp/EcXjNmTwtydx2cvv8M8nXu+ROER6mNoDItLjEslk32wimdlwYNYe35xNSXnr2k4X6XXqV27GotpDAXinFt5MXwG3Xmfj6nKO2NboX5jPtAW1THnRaW7t+b0vq8tLOHLiGAaXFjGztp6bnn+b+sbmHo+jQ15zPSPevgNghLvPji0Qkc+po00wa8xBtBaUxR2OiHxO6fz+yYaRJRFJg7LiN6hfOYLGpq0ZXQlLG2Few9rvJ/DBouX86YEX4w6DRcsbuOiRqWs/UURERL6QjFizJCLxqOj3CIujWlFbD4Sy/HjjEREREckkSpZE+rDCvJVMr11KYyvk54SCD7mJuKMSERERyQxKlkT6sJxEkn1G38CbS+tpT0J5AWytatMiIiIigJIlkT6vunQB+4y5hDkrlgGwURlsUh5zUCIiIiIZQMmSiFBaUM9OI/7OspblAEwYAFXal1FERET6OCVLIgJAQV4LEza8mJb2BnISMHEQDCpdGHdYIiIiIrFRsiQiq+TmNjFs4FUkaaU4DzYtr0H1HkRERKSvUrIkIp9SkL+Qmso7AKgphnFVMQckIiIiEhMlSyLyGWXF0+hX8jwAoythg5KYAxIRERGJgZIlEelSVflD1Da1AbDNQCjNizkgERERkR6mZElEupRItDF7xVya2rRhrYiIiPRNSpZEZLUmbXIbb9cuJZmEikLYsjruiERERER6jpIlEVmtiqJa9h5zKfNWLgZgaD8Y3i/moERERER6iJIlEVmjorxGth9+MStaawHYvBoqC2IOSkRERKQHKFkSkbXKy23HhlxCW3IludGGtVVFy+IOS0RERCStlCyJyDrJy21ko5prSNJGaT5YZUXcIYmIiIiklZIlEVlnhfkfUV1xLwCDS8IeTCIiIiK9lZIlEflcyoqnUlr8KgDj+kNNUcwBiYiIiKSJkiUR+VwSCRhQcS8Nrc0kErDdICjKjTsqERERke6nZElEPrecRAsLm52WdijMDQUftF+tiIiI9DZKlkTkC5k49D5m1S0EYEARjK+KOSARERGRbqZkSUS+kOL8lewx+lIWN4WEadNKGFIac1AiIiIi3UjJkoh8YXk5rWw19BKa2sOeS1vXQGlezEGJiIiIdBMlSyKyXnJy2thk8OW000R+Dmw/CHK0gElERER6ASVLIrLe8nLr2KDqJiBJRSFsWR13RCIiIiLrT8mSiHSL4sKZVJY9BsCwfuFHREREJJspWRKRblNR9hTFhTMA2LK6nfKCmAMSERERWQ9KlkSk2yQSSaorbyc3Zxk5iRx22aCJPK1fEhERkSylZElEulVuTgM1/W8B2ijMLeTLQxfFHZKIiIjIF6JkSUS6XVHBh1SVPwRASW41m5R37+Mnk8nufUARERGRLihZEpG06FfyPCVFbwIwYQBUFXbP4yanPwGPXkaytbl7HlBERERkNZQsiUhaJBJQXXEXebmLyUnAdoOgYD0/cZLzHGa+CMXl8PJdGmESERGRtFKyJCJpk5PTxMD+N9PWDiV5sM3AL/5YybpF8PIdsMPXYeKhULcQZjzTfcGKiIiIdKJkSUTSqiD/Ywb2vwOAwSUwuvLzP0aypRGeuR7Gf5nEgKEk8gpgxyPhnadJfvxeN0csIiIiEihZEpG061fyKmXFrwAwrj9UF637fZPJdnjxdqgeTmLktqtuT5RWwsTD4IUpJFcs7e6QRURERJQsiUjPqKq4j/y8j0kkYLuBUJi7jnec/iQ01sOWX/vMocTAkTBmF3j2BhV8EBERkW6nZElEekROooWB/W8mkWiiKA8mbbScte1Xm5znMOsl2PEbJHLzuj5p1I5QPrDHCz4U5OVSUVJIIuZNd/Nyc6gsLSI3R7v/ioiIdLfVtD5ERLpfft5iqivuYmHt4RTnlrPXiPd4cNYmXZ67qqDDTkeSKO632sdMJBIktz4AHr8iFHwYvXO6wgdg4qgh/OTAnagpL6F2RSODK8t45PWZ/OmuZ1nW0JTW505lQwbws4N3ZtPBVSyqa2BQRSkvvjuPP9z5DPOW1PVYHCIiIr1ZxiRLZrYLcAEwBlgEnO/ul5pZf+BKYA9gGXC2u18R3ScB/B6YTHgt1wA/dve2GF6CiKyD0uI3aWweRl3DREoSmzCoGD5e+elzQkGHG1YVdFibRF4ByR2PhMcuI1kxmMSgrhOw9bX/tqM5ce9tOeWKB3h3/hIAcnISHDxxDHf/4hsc+IebWFrfmJbnTrXdqCFc8O2vcOqVD/LKrPmrbp80YTi3nnYYR/31dmYvqE17HCLpoPaAiGSSjJiGF30A3gX8DegPHA6ca2Z7Av8C6oFBwGHA+Wa2eXTXk4B9gc2BscDOwIk9G72IfF5V5Q9SkD8PgG0HQnHK+qVPCjoM+1RBh7VJd8GHsqICfnnILhz6p1tWJUoA7e1Jpjw3nXNueYrzvvnlbn/ezhIJ+Mt39+bQP97yqUQJ4LFps/neP+/mou/tk/Y4RNIh7vZAcq2Tg0Wkr8mIZAkYBtzr7te5e7u7TwUeA3YCDgLOcvdGd38BuB44Lrrf0cBf3P0jd58PnAscH0P8IvI5JBJt1FTeTCLRSEEuTBzEJ02UjoIOW+xNsm4RyXlOcsYzJF+5h+RTV5Oc8xrJxnqST1xF8oUpJN96nOSc10kumQv9h6St4MNRu0zg/x57lYamli6PP/z6TEYPGUB5SWG3Pm9ne242kiffep+Fyxu6PD79w0WsaGxh1OCqtMYhkiaxtgfaCkq75UWISO+REcmSu7/q7kd3/B71LO1KaD+1uPvM1NOB8dG/xwBvdTo2LhqOF5EMlp9XS03l7QBUFcH4Kkgu/gDeegzqF8Fd58F/r4X3nof6pVA2APrVwAtT4MXbYMVSqBkBbS0wdzpMvRPu+VNItmrnw7SHuzXerUcO5om35qzxnJfenYcNGdCtz9vZNiM34Ik331/jOU++9T5bjRic1jhE0kHtARHJNBmzZqmDmVUAdwMvE3qTTu10SgNQEv27NPo99VgOUAikf+GAiKyXkiKnvPQZlq/YiU0rYZtdn2TRyHz6VSXo17+I3LxmYH70E7z3ehHt7R9QXpXDoKGPfOrxksl8VtYnqV1UTGHR6wzY4M1ui3Xj8mGUFK75I7OqtIUD7HK2qZrWbc/b2RaDfsg7H22+xnMqimHCgFsY0HZv2uJIlSBJUf5KGpbn8ejbw3vkOaX3i6M98I3RF1Nc1vpFQxaRmBS01KXt+yejkiUzGwHcA7wHHEGYd1zc6bQSwpxlCB+GxZ2Otbq7EiWRLNG/3yM0NW9MU8vG1DUdyogxl5Kft/o1RxO2WfPjlVTBgDTMQJsz9waO3vUnTJ05v8vj+Xk5TBxVzVXTXqI4v737A4jMmnsrx+y2H7c9//Zqzzl44sbc/vCDFOd3PVVPJNPF1R6oKFxKSbGSJZFs09CSvpQmI6bhAZjZ1sDzwIPAQe6+EpgB5JtZajks45Oh9unR76nHpvdAuCLSTRKJdmr630JOooFksoiFtYeTTK7rjrU9Z8ach/nyhCrGb1zT5fGzDtuOt967OhSoSKOFS99hUL9aJo3vukrgsZPGsWTp0zQ2L09rHCLpovaAiGSSjEiWzGwQ8ABwgbv/2N3bAdy9DriTUAmnxMy2A44Crovuei1wupltFD3GL4B/9/wrEJH1kZe7nOrK2wBobhnCkuV7xxzRZyVJcsd/DuHGU3fipwduTXV5CYlEWMt0y4/3YuKwOTz3+p96JJa7Hz+KC482fn/kDmw0oByA0UMGcMlxu3Hcl4p55LnOs5VEsoPaAyKSaTJlGt73gBrg12b265Tb/0qodHMJ8CFhuP10d38+Ov4PQgnRFwjzkq8FLuypoEWk+5QUvUtF6ZMsW7EbdQ0TKSp4n9Li7ltz1B2W1s3hmrt2YMKoI7j39GMoKChjSe0MXvMf8MzHL/VYHCubarn2nt0YM2J/bv7B8ZQUDWB5/VzeeOccbn7osR6LQyQN1B4QkYySSCaTcccQCzMbDsza45uzKSnX/GSRTJBM5jB/yTE0NQ8nkWhiSPWl5OctWfsdJSM0LM/j0euGA4xw99nxRiOy7tQmEMlu6fz+yYhpeCIiEK1fqpxCTs4KkslCFi49nPZkpgyAi4iISF+jZElEMkpebh01lVOAJM2tG7Bk+T5xhyQiIiJ9lJIlEck4xYUzqSh7AoD6hm2pX7lZzBGJiIhIX6RkSUQyUmXZExQVzAJg8bL9aWkdEHNEIiIi0tcoWRKRjJRIJKmunEJOTj3JZAELln5d65dERESkRylZEpGMlZdbv2r9UkvrIJYs+2rcIYmIiEgfomRJRDJaceEsKsseB6B+5TZavyQiIiI9RsmSiGS8irInKSp4Dwjrl5pbq2OOSERERPoCJUsikvESiSQ1lbeRm1NHMlkQ7b+UH3dYIiIi0sspWRKRrJCbu4LqyilAu9YviYiISI9QsiQiWaO4cHbK+qWttX5JRERE0krJkohklYqyp7R+SURERHqEkiURySpavyQiIiI9RcmSiGSdz65f2ifukERERKQXUrIkIlkprF96AtD+SyIiIpIeSpZEJGuF/ZdmArB42X60tA6IOSIRERHpTZQsiUjWCuuXppCTU08yWciCpYfTnsyLOywRERHpJZQsiUhWy81dQU3lFCBJS+tgli7fO+6QREREpJdQsiQiWa+4cBYVZU8CUNewHStWjo85IhEREekNlCyJSK9QWfY4hQWzAVi07ABaWqviDUhERESynpIlEekVPlm/tIJkspCFSw8nmcyNOywRERHJYkqWRKTXyMuto6byNgCaWzdgyfK9Yo5IREREspmSJRHpVYoL36Oi9CkA6hq2Z8XKsTFHJCIiItlKyZKI9DqV/R6jMH8OAIuWHUhLa2XMEYmIiEg2UrIkIr1OItFOTf9byUk0kEwWsbD2MK1fEhERkc9NyZKI9Ep5ucuprrwDgOaWjVhat0fMEYmIiEi2UbIkIr1WSdE7lJc+A8DyFTvT0LhpzBGJiIhINlGyJCK9Wv9+/6Egfy4Ai2oPprWtPOaIREREJFsoWRKRXi2RaKOm8hYSiUbakyUsrD2UZFIffSIiIrJ2ajGISK+Xn1dLdcWdADQ1D6O2fveYIxIREZFsoGRJRPqE0uLp9Ct5AYBl9buxsmlEzBGJiIhIplOyJCJ9Rv/yh8jPmw8kWFh7KG1tpXGHJCIiIhlMyZKI9Bk5iVYG9r+FRKKZ9vYyFtYeTDKZiDssERERyVBKlkSkT8nPW8yA8nsAaGwexbIVO8cckYiIiGQqJUsi0ueUlbxOWfErANTW7UFj88YxRyQiIiKZSMmSiPRJVeX3kZ+7EMgJ65fai+MOSURERDKMkiUR6ZNyclqo6X8r0EpbWyWLaw8gmYw7KhEREckkSpZEpM8qyP+YqvIHAGhoGktdw3YxRyQiIiKZJC/uANaXmW0FXAqMB2YAJ7j7c/FGJSLZol/JSzQ2j6ShcRxLlu9NYcEHFObPjzssEfkC1CYQke6W1SNLZlYE3A1cBVQCfwNuM7OCWAMTkayRSMCAirvIza0F8li49DDa2/PjDktEPie1CWRNWlr7xx2CZKmsTpaASUC7u//T3Vvc/UpgMbB/zHGJSBbJzWmkpvJWEolm+pW8TCLRGndIIvL5qU0gqzV34alxhyBZKtun4Y0B3up0mxOG36es5b65ACvrs/0tEJHuMZ8BxX8np72BlXW5cQeTlVI+T/UGShzUJpA1aliu69tbpfP7J9v/rykFGjrd1gCUrMN9NwB49s6NujsmEZG+bgPgvbiDkD5HbQJZg2uB4XEHIenX7d8/2Z4sNQCdN0cpAerX4b4vArsCHwFt3RyXiEhflEv4onox7kCkT1KbQKTvStv3T7YnS9OBkzvdZsD1a7ujuzcB/01HUCIifZhGlCQuahOI9G1p+f7J9mTpUaDQzE4BLgGOBgYBD8YalYiIiPQ0tQlEpNtldTW8qCfoq8CRwBLgFOAAd18Ra2AiIiLSo9QmEJF0SCSTybhjEBERERERyThZPbIkIiIiIiKSLkqWREREREREuqBkSUREREREpAtKlkRERERERLqgZElERET6LDMrSfm32kXdJPW9NLNEnLFkIzPLS/m33r8YqRqeiIiI9DlmNgr4J7ACmA+c4u4t8UaV/cysBjgHqAeeAe5097Z4o8oe0ft3AZAPvAuc4+7N8UaV/cws/4v+fasHRURERPoUM9sAuAN4jdAw3Qa42sy2izWwLGdmhwBvEdqXecAvgR1iDSqLmNlY4FmghZBo5gAbxBpUL2BmfwRuMLP/MbOhn/f+vTpZMrMDzOwBM/uNme2ccruGM0VEeog+cyUD7Qh85O4/cfengH2BMuAbZlYdb2hZbV/gL+5+PHAJ0AS813FQnwVrNQmY5u7fc/eLgGuBJWaWC3r/Pi8z62dmDwGbA08A+wH3mVn553mcvLWfkp3M7GTgV8AfgFHAtWZ2OnCHu7fGGpx0CzPbCTiE8Acw3d3fNbMcd2+POTRZR1EnxvHAy8Cr7v5kzCHJeop67X4KvEm4ps/GHJJIV1YAEzp+cfcFZnYj8A1gT+DGuALLJtEIXVv0/g0kTB27z8w2BK4DNgWuM7MP3P077q61HynMbBiQC7wfTVUsB+aa2abA1cAAYC4wE5is9+9zGwMMcvctot8vMrNpwDlm9mt3X74uD9IrR5bMLB/YFTjZ3f/i7icDNwBHEj4EJUuZWcLMCszsH8C9QBFhmP9EJUrZJeq8uAdYRpgCs3W8Ecn6MrO9gDeAUmB7YIqZ7acveMlAbwNvmdn/pNw2BVgObGlmRfGElR3MrMTMrgceB242sxPcfYG7H+PurwCVwD8IU8j+ChzU8V6riAaYWVH0/j0L3A38IXpf8oEa4OuE78ctgD8Bh5rZ96P79vn3b3XMrCKaythhBZDb6baTgIOAbdf1cXvlGx4t4JrAp+d5/p0wHLyXmVWBhjOzUdTo2oTQsB4VJcLTgUUdiZKua+YzszLgq8BX3P0HwHdI6cnVNcxaBxIWI3/X3b9D+JL/q5ltHm9YIp/xIfA08LVoFAR3bwIeBPZ398Y4g8tkUWP9OkJn5QTCuq+jo2OJaCH9m+5+hbuvcPe7gP8Fvg2gTk0AfgJUufsQ4Ajgquh9+RewN/AjQmGMRne/DzgTOBn0/q2OmZ1DGIG7xsz+aWY7EDpjPwAmdpzn7k8ALwLrnHz2ymQpcguwj5kVArj7POABwpCcRbcl1SjLDlF1mA5fJfyPXmtmhxI+pA8ws+vNbFx0XfPU+5JZoukGHUqAfkC7mR1MmLJ1g5ndYGama5gdzGxwp2tUDWzU8Yu7XwjMAyabWWl0n9yejVLks6IpT9cRFtL/KOXQTMIakYpYAstgZtY/Kmc9HhgHnBR1Ti8FlkeN05qOimPRZ3hHG6scmBYlU32y3WVmQ1LK1I8Hbo3+vTEhaf+yu88Hfk5YP1eacvdW4G0zK+yr79+amNk+wFcIa5NOAOqA64GPgRnA7mY2OuUuvwL2NrPqdUk+e23p8Gg9y6+AW939qpTb3wDOdvdbzewsYJ67/yuuOGXNzGwL4GJCCdIZhN6puo4ymmZ2BvA60ACcAox297Ep9+/n7nU9Hbd8wswmAFcAxcAs4HzCgt87gQuBbxHK93Zcw7HuPi7l/rqGGcbM+gP/BoYRKl/d5u43mdnvCHPsz3H3udG5uxMaBRPdfVZ0WymQ7+61sbwAkYiZ7Uf4/JkCPAn8BrjL3X8Za2AZJFo/cwkhsVxGGOHYPWpHnQacR1jqsD1heuNBwKnASOAmQvnrm4Gr3f3Knn8F8TKzEYTPyxIgSWjMX0kYLRoBnEYY0dwemOruR5vZM0At4f17FLgNuNvdf9PzryDzmdmpwN7u/rXo9xLgMcJ66PMIhTLuAP7q7m1mtjVh5sNRwMdrmyrem3ttnwemEirbDEy5/QOg2sz6EXqQNjezQXEEKGsWNbLuiX7OACYDO7h7c7QuDeB37n6Xuz/i7gcCA81sj+j+hwMvdvRoS8+LRpMuJyRG+xK+MGdHvWfvAldFv9/n7o+7+6HABlEDRtcwA5lZAWENwkJgH0Inxk/N7GjCiP44QqUxYNWUh3eB70X3HwK8AHzTzIp7NnqRT3P3ewj/byYJDfwrlSh9IurseoDQnvo+4W/+u+7eMSpyOVDo7scQplNXAocB/wGqgD8SGqxP9dFEqYzwPfcS4XPxSsL78QChs3A4sIm7H0to4ww3s28R1izNAI4lJFKPKlEKzKzMzH5qZkdEbXkII3ELovcbd28ATiQkpknC/6d7ApdZKEL0S2AR65AoQS9OlqIh9ssIw8N3mdm2ZnYcYb3LE1FP9a2EubZL44tUOkuZpnMEcK27n+fIe4DZAAASWklEQVTuLwGvAFVmVtkxzB9N18qJ7jcQeIfwhwGhF+FOQm+N9KCODyzC9IKku//e3T8AVhI6KAoJH2QJoK1jumzUeJ5GGIUCXcNMVAKMJfQSzyWM9l4MXEpIit4kTIvdLOU+04BGM0tEU6K/TxghXtmjkYt0wd0fcvcfAZOiqaPyiaOAF9z99Ghk+ElgvpkNMrNcd18Gq763XwMWAIPd/Q13/xZh5sB4dz8jrhcQs80Jo+g/jNbEzQX2IHxeLicUGWiN2jGvE2ZfjHP3D939VMIo3Xbu/rN4ws8sZrYvYaBjB+B04Pqog/xmwppZ6zjX3V8mjOid5e7XAOcCgwmjoK3AsetafKjXlg4HcPcPzOx7hKz+DMJw5w/cfXp0fKWZ/Vs7I2cGMzsA+DGhQtH1hHVJb0QN7zcJBTp+TFj/cAGhgsxfCB/eU4BdCJVPXodQ6MPMbgEGdn4uSY/oGv4voYfnHkLi2hTN/3+GMJ0ynzCV45To5zRgMWHH970JPZMvg65hJjCz8YTyv2+5+zuE3uJGok6JaCuGK83sWMKX0RmEjqqzzexXhE65nYCbU76YXgLGRslT75wLLllHC+e79DTwSNSYf4pQXKmc8Ll9lpm91jG9Fmgws0pgTsed3X1mTwecYdqBTSyUWL8GGEJYT7OE8L03Dhji7nOAFRb2+Fq1hYa7qzP/03YHLnP3M6K17N8ntDkOJHSsnmtmB0bt+xzCiOgOZlbm7k+Z2bNAaUeSv6567ZqlzqI3qj76t76gM4yZnU0Ygj6T0Gt9PFDRcZ3MbBd3/6+ZGfBNQg/grhZKiE8E2gijGMe5+72xvIg+zsy+Tphy8QvCiFEBYa71dMKagDnu/tdokeU3gT3dfWcLJcS/TRgSHwX8MGWKh8QgWkCcQ7iexxOm1GwLnOnuV5jZ/cAsdz8x5T67EubVTwAKgQuA/tHvf3H38zoeW5+/ItnHzMa7+5tR59eZhIb/RGA+YQruJELH1mEdaxb7uij5uZSQNE1z97OjqWO/JnzfbUsYYXqU0IaZABzk7m/GFHJGMbMBwMHufnmUiN8L/MPdr4uOjyXUJ1hKaHvMAn5GqCS42MzOBYqikeMvrNdOw+ssJVHK6fxFnVKdRPXrYxD1DhwEfMndrwAeBh4BhlqovAOhdwt3d+C/hGHrKkIVo/2AX7j7kM6JUur1VAWZtNuF8CF2PWGYe0Z0+xmE6zQXIBqdeAzIN7PR7v5HwlzuU9x9o64SpZT/D3Qde0D0GbkRYURobLQe8GzgYAt7pXSM8G6Tcrf3CKO620W9pEcQkuIRSpREslfHZ26UKOVEvfL3A0OB/QlLGrYmbA6/oxKlT1lKmIZ8IPA+QLQM5H7ClLBDgN8RRuunuvumSpQ+ZQfCOqORUUGgBYQ1cQBEM8VuJ/z/twGh+MjRwE1mdgWhs++R9Q2iV0/D60rqMLuZjSL0eK8ws/mExlpLbMH1XY3Ac8DCqKjD/YQCHc8BF5jZxYRRio5h0wLCFKC66HrNj36I5lC3RQnYOUB9VFXmzmgdm6TPNsB7UQP6P4Th77GE6ncA/VMay82EazgPVn15vAGfXMPo3zWEEYp8M3uXUGVN02bTxMx2BF6K/q52J8zrnh8dvpqw0/z/EHqRryXsgn6iu88mTCmpIiRNHZ+1H0ePm+Pu7Skjxfn6rBXJDil/t6Ojzi4IU+0KCQvk/2xmedGUXEkRtUeuBr4G7AX8X3ToDcLn5WJ3f8nMblRH0ieiBD2XUHylEfgboWP8fOABM9vKw+bHEJZszCR01F1vZq8Tvr+GENZ/fby+8fSZaXidRfNHHyZUJOkoYTwD+LO7vxhnbH2ZmQ0m9EQ/a6EU5O6ERvUuwB8IfxBnA9e5+/mreYxDCMPetxPKUe8CnOruT/fAS+izzOxHhDVH84Ab3f0hM/sB4f0fS+j1uT/6OYMw7eBHQGtXXxLR8PrdwBPAq4ReuMvc/f0eeDl9kplNB+5z99PMbCvCl9BAd18SHR9F+PubDfye8DdWTFhcezAhuTrS3Rev4Tn+SFg/+jBwfzQKJSIZLOoEu4EwivQ0ocT6w+7+81gDyxJmdiCh2MAD0c/JhBGn410bIHfJzLYlbNJ7LmF9+mR3v8/MriFUENy5oyPOzF4AbnL3C9IRS1+ecrYj8JG7/8TdnyKUNS4jlBqvjje0vinqmZrv7s8CuPtfCWuR7if8sYwjbNZ2yeoSpci+hDUSxxP2hmgi6u2OnkfTuNLjGcIalW2jRCnh7n8j7M1xJfBDwkjDEYS9Dk5295Y19KZNIszx/p67X0QYyVjSUS1R17F7mdnOhH1Rvm1mY6Neu6cJI3sAuPu7hCmUowjX9QRCAZ3NCKWB91pdomRm/czsIUJ1qCcIvYT3mVl5Gl+WiHQDD5XFzgQGEdbbXKdEad25+52EKXczCcsOrnb3Y5QorVExcJ6730z4/j8vuv0XwDgzOwfYMJqB0kjo3EuLPjcNL8UKwkI6ANx9gZndCHyDUIv9xrgC66s6hvA7TdFpJ+wIfm7n8zumdEWjhG3RNRxIqLZ2n5ltSNihfVPgOjP7wN2/o6HutHmJ0Ag+1swqUqrNNAJD3f3PhA+8VTp6haJ/DyMMu78fTcMrB+Za2BDxasJmp3MJXzaTdR273QGE97mEkCB9jTB6dKOZ/T1qLEHYX2lbIM9DpauZZnZ1ytTJVde0kzHAIHffIvr9IjObRpjK92t3X56+lyYi68vdbyR8HqyaKi3rzt0fIVQW1NrNdfPflPfpX8D+ZvZTdz/fzI4gFHKYRGjjXe/uT67ugdZXXx5ZeptQovp/Um6bQqhKsqWZFcUTVt9lZoVRT8HDZraphVLEYwmb0q4aSUgp2lBsocT448DNZnaCuy+IemteIZSg/gdh+tdfgYM6rrcKeXS/6Mvzr4S1Si+Y2aFm9h1C58MD8Mn7nrJguN3MiqLr+Cxh2t0fovPygRrC5nz3AFsQdtw+1My+n/p4sn6iz7scwrzwvwBbm9lX3f1BwufidWa2SXR6OWFT2VUJUTQvf9U1jR6zIppK2WEFkNvptpMIvazbpueViUh3U6K0fpQorZtO79N7hO+mH1jYa/MhQgffScAWvp7V7tamL69ZygXOIjTATuyo3mJhF/qfu/v4OOPrq6LRhX8R1j5sDJwW/VF0Pi+H0IhLEqZ1/Ykw/WvnqNGW13kBuZn9EPi6u++U5pfRp0XTqi4GiggLLH/r7vev4fwzgF3cfR8Lu8Uno6pLgwEnTPfavaNCkJmdApygv9HuZWal7r7CwsbA/wt8zd03i449RJgSkUvY9O/b7n7PGh7rHMKmwzMJI45XAx8QdlG/0d2vTjn3VsI1P3wNo1IiItKHRdPt7iQsoTm0J5+7z/bKRj0j1xEaYqkZ6UzCuoiKWALr46LF+18FvuXum3Wsfek4bmb9LZSRHk9Yw3RSlBQtBZab2Q6EaXst0fl5KfcvB6aZWULrXdLH3Ze7+9HAN919Z3e/v/P7bWZD7JOS/eMJi4YhJMhfM7Mvu/t8whq1MqA05e6twNvRSKSuYzdx9xXRf1cSOizyzKxj1/gjCXthXejuA9aSKO0DfIWwNukEwgaM1xPWq80Adrew11aHXwF7m1m1EiUREemKuy8krJu7vaefu8+OLHUws/0I5cOnEHZN/g1wl7v/MtbABPhk/UO0buUSQnK7jFBJZnd3v9XMTiMs/LsB2J4wxfIg4FTCgvWbgHcJFbuudvcre/6V9D0pa8pS1yWNIFQEKiGMCp5AKP5wJqFC2mnAg4TrONXdj7ZQ+r2WcB0fJWx8ere7/6anX1NfEY3cTgYuIqwzqu10fLVrFqIqlnu7+9ei30sIRSFeJvydXgvcQSjy0WZmWxNGho8ilCHu219KIiKSUfp8sgRgZnsRRjO2JuzHc2HMIUmKaGrWnYRG8j8IZaR/11ERLxoFrIuSqh0JDbK/E5KmnxESpqHA/7n7GTG8BAHMrIyw9uhVwnWZTOio+ANhk7m7gZ+6e2N0Hc8nlIB/HDgd2JKwhulud//ZZ55AulU0DfJsQiLzbldJTHRNTyRstnifu9eZ2a8IC25P9k82A9+GUKloGGFB7jeAj6LHv5Cw/ukIJUoiIpJplCyl0Hz5zGRmvyfsvXRk9PvdhE0xHwQWRb3TOUCCsEne1cCTUblpzGwkYeO3ZV0+gfQIM9sJ+KO77xz9fhBQT9izZwqhAMBuhIZzMSGR+rBjlNfM+gPNHdPFJF5mti+hbPh/CZ0RHwF/JqxNegHYM6WCHhY2Zmxx98lmtithimVldP7kjsRKREQkkyhZkowXNcpWEkYYniKMAL5AaGidBbzm7rNSzn8Y+Hu0r4FkiGg92R3AVsA1hOIPdcASQjGIccBEjzYpNbP7gNvc/fJ4Ihb4ZDplF7efT0hez4gW3n6fUPnwQELSNAQ40N1XRp0ZpwA7AMe5e3209rBUnRgiIpLJlCxJVjGz8VGltArCOpchwERgPmG0aRIwEDiso8KhZAYLmz1fShg5mubuZ5tZP8IGh6MI5aOXE9YlbUzYB+2gjip4Ei8zGwAc7O6Xm1klcC/wD3e/Ljo+llCsYSlh08BZhOmWd7r7YjM7FyhKd4lXERGR7tRnq+FJdknZw+XNaLrkMuB+wvSf/QnV1LYGprv7jkqUMtJSYBph5OF9AHevI1zHwYTdzX9H2MR2qrtvqkQpo+wAXGZmI6OCDwsIa80AcPfphCpFWxP2NjsZOBq4ycyuAI4HHunxqEVERNaDkiXJCh3TgMxsdMq6sjmENUofu/ufgWPd/edxxShrFlVPuxp4Ddgr5dAbQBVhXdkNwM/c/ZwYQpQuRKX284DvERLZv0WHzgf2MLOtUk5/kbD9wnbufhOh+MOtwFxgnLvf23ORi4iIrD9Nw5OsEVXUuoHQ+HqaUOb9YSVI2cXMDiSUD38g+jmZMOJ0vLs3xhmbdM3MtiXsvXQuYRf1ye5+n5ldA2wSbQbdUeb/BeAmd78gzphFpG+LisrsB4x298Wdjv2GsL3IOM1EkbXRyJJkjaiy1pnAIMI6l+uUKGWfqPDGIYQRiIMIe18do0QpoxUD57n7zYR9ks6Lbv8FMM7MzgE2jAo9NBJGmERE4nRa9N/zUm+M9m38KWEWgxIlWSuNLElWWtOmmJI9VldpTTJL6nWKGhp3AVe5+/nRPnU/I0yJ3RS4XkUcRCQTmNn3CKPiO7r789FtDxI6gHbX94+sCyVLIiKyzqIy4McRRncnuHutmZUSKhp+7O7zYw1QRCQSFYd6krA9xUTCrIbrgC3c3eOMTbKHkiUREflcoul2dwIfufuhcccjIrI6ZjYOeJVQkfNM4Ap3/128UUk20ZolERH5XNx9IaHRcXvcsYiIrIm7vwX8iTAdr45QyVNknWlkSURERER6LTMrBhqAr7v7LXHHI9lFI0siIiIi0mu5+8ronyvXeKJIF5QsiYiIiIiIdEHJkoiIiIiISBeULImIiIiIiHRBBR5ERERERES6oJElERERERGRLihZEhERERER6YKSJZGYmNl4M2s0s593cexmM3vZzPJTbptkZkkz+04X548xsyYzOyXNYYuIiIj0GUqWRGLi7m8CvwH+18zGdtxuZt8G9geOdveWlPMfA/4NnG9m/Ts93MXAy9F/RURERKQbKFkSidf5wDTgSjPLMbPhwN+AX7j7W12cfxqQC/yu4wYzOwrYBZjs7u3pD1lERESkb1A1PJGYmdlmhFGh0wkjSglgT3fv8o/TzCYDlwLbAO8C7wCXuvvZPROxiIiISN+gZEkkA5jZmcCvgRXAZu7+wRrOTQBPAg2EJOtAYCt3b+6JWEVERET6Ck3DE8kMdwN5hJGiuWs6MRpxOgGYRJiWN1mJkoiIiEj3U7IkEjMzKwCuBP4LbAH8aG33iYpD3A484u7PpjdCERERkb5JyZJI/M4GhgPfAC4Efmtmo9fhfiujHxERERFJAyVLIjEys50IhR1Odfe5wFnA+8BVZqa/TxEREZEYqTEmEhMzKwWuAe5z92sA3L0ROBbYAfiRmRWY2WAzy40xVBEREZE+ScmSSHwuAPoDx6fe6O7PABcBvwW+C3wEbNzj0YmIiIj0cSodLpLhzOxa4CfuPj/uWERERET6Eo0siWQwMxsFDFCiJCIiItLzlCyJZLb3gP3jDkJERESkL9I0PBERERERkS5oZElERERERKQLSpZERERERES6oGRJRERERESkC0qWREREREREuqBkSUREREREpAtKlkRERERERLrw/w4cJngSyY1vAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1036.8x345.6 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = gp.plot_2d(geo_data, section_names=['section1', 'section2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = gp.plot_2d(geo_data, figsize=(15,15), section_names=['section1', 'section2', 'topography'],\n",
    "           cell_number='mid')\n"
   ]
  }
 ],
 "metadata": {
  "jupytext": {
   "split_at_heading": true
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
